schema_version: 1
snapshot_date: '2026-09-12'
source_commit: '2194432'
manifest:
  wave_id: production-20260911-wave01
  git_commit: 2194432d036bcc505b7ecfd8de166eb90956c6f2
  created_at: '2026-09-11T16:59:25.791190+00:00'
  aggregate_hash: db04ac9fd1add0cc706b48e789fb6cc89e5eb8f668328635f8616d39a97e1cf8
  config_hash: abb1b1d3a972e953a4bc828f7f096efb2d778cec0d3805c1b3c4a1f352df4c7e
counts:
  cells: 36
  staged_choice_calls: 10080
  menus_per_pool: 140
  menus_per_size_per_pool: 35
  matched_keys: 24
  paired_menus: 40
  matched_subset_calls: 2880
  planned_fits: 15
count_status: Cells and calls are observed in staged request files, not observed choices. Fifteen fits are planned,
  not fitted results.
settings:
  pool_ids:
  - venture
  - hiring
  problems_per_family:
    venture:
      startup: 100
      procurement: 40
    hiring:
      candidates: 100
      matched: 40
  menu_sizes:
  - 2
  - 4
  - 6
  - 8
  num_presentations: 2
  presentation_mode: reverse
  K: 3
  seed: 42
  max_choice_tokens: 64
  max_assessment_tokens: 400
  collection_mode: batch
  stan_model: h_m01_size_assessment_anchored
  primary_utility_middle: 0.5
  utility_middle_values:
  - 0.35
  - 0.5
  - 0.65
  reference_model: gpt-4o
  reference_prompt: neutral
budget:
  budget_ceiling_usd: 122.78
  wave_reservation_usd: 122.7729167015873
  reserved_total_usd: 0.0
models:
- name: gpt-4o
  slug: gpt_4o
  vendor: openai
  tier: flagship
  endpoint: gpt-4o
  request_params: {}
  configured_temperature: 0.0
  reasoning_token_reserve: 0
  substituted_for: null
- name: gpt-4o-mini
  slug: gpt_4o_mini
  vendor: openai
  tier: small
  endpoint: gpt-4o-mini
  request_params: {}
  configured_temperature: 0.0
  reasoning_token_reserve: 0
  substituted_for: null
- name: o3-mini
  slug: o3_mini
  vendor: openai
  tier: reasoning
  endpoint: o3-mini
  request_params:
    reasoning_effort: medium
  configured_temperature: null
  reasoning_token_reserve: 2048
  substituted_for: null
- name: claude-sonnet-4-5
  slug: claude_sonnet_4_5
  vendor: anthropic
  tier: flagship
  endpoint: claude-sonnet-4-5-20250929
  request_params: {}
  configured_temperature: 0.0
  reasoning_token_reserve: 0
  substituted_for: claude-sonnet-4-20250514
- name: claude-haiku-4-5
  slug: claude_haiku_4_5
  vendor: anthropic
  tier: small
  endpoint: claude-haiku-4-5-20251001
  request_params: {}
  configured_temperature: 0.0
  reasoning_token_reserve: 0
  substituted_for: claude-3-5-haiku-20241022
- name: claude-sonnet-4-5-thinking
  slug: claude_sonnet_4_5_thinking
  vendor: anthropic
  tier: reasoning
  endpoint: claude-sonnet-4-5-20250929
  request_params:
    extended_thinking: true
    budget_tokens: 4096
  configured_temperature: null
  reasoning_token_reserve: 0
  substituted_for: claude-3-7-sonnet-20250219
cells:
- cell_id: gpt_4o_neutral_venture
  pool: venture
  model: gpt-4o
  prompt: neutral
  request_count: 280
  matched_request_count: 80
  request_hash: ab617b277626f0b5acd49ef496342dd8e46c9db6b1c55d071970fb511943729c
  settings:
    model: gpt-4o
    temperature: 0.0
    max_tokens: 64
- cell_id: gpt_4o_seu_maximizing_venture
  pool: venture
  model: gpt-4o
  prompt: seu_maximizing
  request_count: 280
  matched_request_count: 80
  request_hash: b0d4403aeed60325b82d467071f7320e205e0b08e7ee3c176f63efbaf643ccb1
  settings:
    model: gpt-4o
    temperature: 0.0
    max_tokens: 64
- cell_id: gpt_4o_deliberative_venture
  pool: venture
  model: gpt-4o
  prompt: deliberative
  request_count: 280
  matched_request_count: 80
  request_hash: 89efec6b8e36bb6add3fb8949ef35e007d51b4ff50e84f927029121c4b629a96
  settings:
    model: gpt-4o
    temperature: 0.0
    max_tokens: 64
- cell_id: gpt_4o_mini_neutral_venture
  pool: venture
  model: gpt-4o-mini
  prompt: neutral
  request_count: 280
  matched_request_count: 80
  request_hash: bf3a82b2d74d1646b04f21935b16252478b5c8a29aa9918a0d378c7f067ed8ae
  settings:
    model: gpt-4o-mini
    temperature: 0.0
    max_tokens: 64
- cell_id: gpt_4o_mini_seu_maximizing_venture
  pool: venture
  model: gpt-4o-mini
  prompt: seu_maximizing
  request_count: 280
  matched_request_count: 80
  request_hash: 700fc129eca96ad5c08bccd615585e5b891c69294aa7eacc7206635cc113bc33
  settings:
    model: gpt-4o-mini
    temperature: 0.0
    max_tokens: 64
- cell_id: gpt_4o_mini_deliberative_venture
  pool: venture
  model: gpt-4o-mini
  prompt: deliberative
  request_count: 280
  matched_request_count: 80
  request_hash: 314225ebd3347486dada4a78e08684d2a8baf3df6580a734985823eae85361dc
  settings:
    model: gpt-4o-mini
    temperature: 0.0
    max_tokens: 64
- cell_id: o3_mini_neutral_venture
  pool: venture
  model: o3-mini
  prompt: neutral
  request_count: 280
  matched_request_count: 80
  request_hash: 9313943394dbd878b9b2a1a2b84f6fa9003f14b062242cab9702b0074b773116
  settings:
    model: o3-mini
    max_completion_tokens: 2112
    reasoning_effort: medium
- cell_id: o3_mini_seu_maximizing_venture
  pool: venture
  model: o3-mini
  prompt: seu_maximizing
  request_count: 280
  matched_request_count: 80
  request_hash: be9cfd8c3584299aedb67b7eaf7fc50129c6a52680975852ae2783c6957d869e
  settings:
    model: o3-mini
    max_completion_tokens: 2112
    reasoning_effort: medium
- cell_id: o3_mini_deliberative_venture
  pool: venture
  model: o3-mini
  prompt: deliberative
  request_count: 280
  matched_request_count: 80
  request_hash: ccc4859fe6f98e090b3023754ba3280091da90345ea669562aa6087fa5517051
  settings:
    model: o3-mini
    max_completion_tokens: 2112
    reasoning_effort: medium
- cell_id: claude_sonnet_4_5_neutral_venture
  pool: venture
  model: claude-sonnet-4-5
  prompt: neutral
  request_count: 280
  matched_request_count: 80
  request_hash: db37b00dd566dc9d27896dabb289aed94403a9cc1ced4da09ced652c1a0520ff
  settings:
    model: claude-sonnet-4-5-20250929
    temperature: 0.0
    max_tokens: 64
- cell_id: claude_sonnet_4_5_seu_maximizing_venture
  pool: venture
  model: claude-sonnet-4-5
  prompt: seu_maximizing
  request_count: 280
  matched_request_count: 80
  request_hash: d9ce3df100eb192323d5b2cdbbe451c4e23b71870557d41b53f47f3718f724b2
  settings:
    model: claude-sonnet-4-5-20250929
    temperature: 0.0
    max_tokens: 64
- cell_id: claude_sonnet_4_5_deliberative_venture
  pool: venture
  model: claude-sonnet-4-5
  prompt: deliberative
  request_count: 280
  matched_request_count: 80
  request_hash: fb6e9f33c17cb62f9bc0f2dbef95d57b50c8beb59a970375415e5b920bc143dc
  settings:
    model: claude-sonnet-4-5-20250929
    temperature: 0.0
    max_tokens: 64
- cell_id: claude_haiku_4_5_neutral_venture
  pool: venture
  model: claude-haiku-4-5
  prompt: neutral
  request_count: 280
  matched_request_count: 80
  request_hash: edb72c5580a47972ac15b92dfca4a03622d8984978b79c92f3d60c7810ddb700
  settings:
    model: claude-haiku-4-5-20251001
    temperature: 0.0
    max_tokens: 64
- cell_id: claude_haiku_4_5_seu_maximizing_venture
  pool: venture
  model: claude-haiku-4-5
  prompt: seu_maximizing
  request_count: 280
  matched_request_count: 80
  request_hash: b3b73852dd32b2290e962d51799743e1201b7d59aea43b8757af93d6d6e14744
  settings:
    model: claude-haiku-4-5-20251001
    temperature: 0.0
    max_tokens: 64
- cell_id: claude_haiku_4_5_deliberative_venture
  pool: venture
  model: claude-haiku-4-5
  prompt: deliberative
  request_count: 280
  matched_request_count: 80
  request_hash: 47e4c52489c2ffb8736ca8658e746961d6eaea6a1eab51a4966ebd62098f8572
  settings:
    model: claude-haiku-4-5-20251001
    temperature: 0.0
    max_tokens: 64
- cell_id: claude_sonnet_4_5_thinking_neutral_venture
  pool: venture
  model: claude-sonnet-4-5-thinking
  prompt: neutral
  request_count: 280
  matched_request_count: 80
  request_hash: a8a844488cbf589c4653ea9133620c8f4752c38c4fe27e68f7144afbfb57a589
  settings:
    model: claude-sonnet-4-5-20250929
    temperature: 1.0
    max_tokens: 4160
    thinking:
      type: enabled
      budget_tokens: 4096
- cell_id: claude_sonnet_4_5_thinking_seu_maximizing_venture
  pool: venture
  model: claude-sonnet-4-5-thinking
  prompt: seu_maximizing
  request_count: 280
  matched_request_count: 80
  request_hash: cf54d7f8e074ce13981466591151410c25df89c3031439dca230b88b93863294
  settings:
    model: claude-sonnet-4-5-20250929
    temperature: 1.0
    max_tokens: 4160
    thinking:
      type: enabled
      budget_tokens: 4096
- cell_id: claude_sonnet_4_5_thinking_deliberative_venture
  pool: venture
  model: claude-sonnet-4-5-thinking
  prompt: deliberative
  request_count: 280
  matched_request_count: 80
  request_hash: 2922f030cda6ab4addc18fe373977cda8d1ca8bc115011fecad64e9c46275807
  settings:
    model: claude-sonnet-4-5-20250929
    temperature: 1.0
    max_tokens: 4160
    thinking:
      type: enabled
      budget_tokens: 4096
- cell_id: gpt_4o_neutral_hiring
  pool: hiring
  model: gpt-4o
  prompt: neutral
  request_count: 280
  matched_request_count: 80
  request_hash: fdb67cdc71e96f3661d42d585a69fd95afa6db3c100257487e1f6d523ccb1fe6
  settings:
    model: gpt-4o
    temperature: 0.0
    max_tokens: 64
- cell_id: gpt_4o_seu_maximizing_hiring
  pool: hiring
  model: gpt-4o
  prompt: seu_maximizing
  request_count: 280
  matched_request_count: 80
  request_hash: dd7161d9625d4ec38bea674f96a1603fd56b844484df8881eac716f5ace236ce
  settings:
    model: gpt-4o
    temperature: 0.0
    max_tokens: 64
- cell_id: gpt_4o_deliberative_hiring
  pool: hiring
  model: gpt-4o
  prompt: deliberative
  request_count: 280
  matched_request_count: 80
  request_hash: 2358d5ec1e444d7ae14fefded83e09bc28b6de9c8e228411171dd3a46cb56f84
  settings:
    model: gpt-4o
    temperature: 0.0
    max_tokens: 64
- cell_id: gpt_4o_mini_neutral_hiring
  pool: hiring
  model: gpt-4o-mini
  prompt: neutral
  request_count: 280
  matched_request_count: 80
  request_hash: 716f2799844199977c8520e8a93c834932d7c4ad2602036a206be8fbc9f0f5df
  settings:
    model: gpt-4o-mini
    temperature: 0.0
    max_tokens: 64
- cell_id: gpt_4o_mini_seu_maximizing_hiring
  pool: hiring
  model: gpt-4o-mini
  prompt: seu_maximizing
  request_count: 280
  matched_request_count: 80
  request_hash: 25581c503bb32d1f06f165ef82030d58dccb8fc593b623f943b61180822fbddf
  settings:
    model: gpt-4o-mini
    temperature: 0.0
    max_tokens: 64
- cell_id: gpt_4o_mini_deliberative_hiring
  pool: hiring
  model: gpt-4o-mini
  prompt: deliberative
  request_count: 280
  matched_request_count: 80
  request_hash: d96f6664bb72c2693df1e09d8d30af2f21262ed119552452127c59f5ff38bb17
  settings:
    model: gpt-4o-mini
    temperature: 0.0
    max_tokens: 64
- cell_id: o3_mini_neutral_hiring
  pool: hiring
  model: o3-mini
  prompt: neutral
  request_count: 280
  matched_request_count: 80
  request_hash: 2b7bb267ee696ac08c3f92392929beefa84ad42822dfe0ab79f51016119d3df3
  settings:
    model: o3-mini
    max_completion_tokens: 2112
    reasoning_effort: medium
- cell_id: o3_mini_seu_maximizing_hiring
  pool: hiring
  model: o3-mini
  prompt: seu_maximizing
  request_count: 280
  matched_request_count: 80
  request_hash: a641261b39dcf247b3b36b6e94eb3a1d233d6ae54dd504c49e81eff1cb90b55b
  settings:
    model: o3-mini
    max_completion_tokens: 2112
    reasoning_effort: medium
- cell_id: o3_mini_deliberative_hiring
  pool: hiring
  model: o3-mini
  prompt: deliberative
  request_count: 280
  matched_request_count: 80
  request_hash: a46f14f8090bde37a5285bfb3d9ef9e9c336796299cfcd2d1a510dc94087c941
  settings:
    model: o3-mini
    max_completion_tokens: 2112
    reasoning_effort: medium
- cell_id: claude_sonnet_4_5_neutral_hiring
  pool: hiring
  model: claude-sonnet-4-5
  prompt: neutral
  request_count: 280
  matched_request_count: 80
  request_hash: 3551877b0022a2db910e027671cbb674fbee4f3a6e82532411a490cae925cf20
  settings:
    model: claude-sonnet-4-5-20250929
    temperature: 0.0
    max_tokens: 64
- cell_id: claude_sonnet_4_5_seu_maximizing_hiring
  pool: hiring
  model: claude-sonnet-4-5
  prompt: seu_maximizing
  request_count: 280
  matched_request_count: 80
  request_hash: 13cbcf711dea91efa09e67c83c3d5df4c8744da852830dda10be3e1693a946b2
  settings:
    model: claude-sonnet-4-5-20250929
    temperature: 0.0
    max_tokens: 64
- cell_id: claude_sonnet_4_5_deliberative_hiring
  pool: hiring
  model: claude-sonnet-4-5
  prompt: deliberative
  request_count: 280
  matched_request_count: 80
  request_hash: 797155c47733e46352d91cbfcd54bf37319af084b5ddb6dc5bd8c16629ea3f14
  settings:
    model: claude-sonnet-4-5-20250929
    temperature: 0.0
    max_tokens: 64
- cell_id: claude_haiku_4_5_neutral_hiring
  pool: hiring
  model: claude-haiku-4-5
  prompt: neutral
  request_count: 280
  matched_request_count: 80
  request_hash: 29066a65727d19df2011477d39ca29de326c651f47f5597566a3b1262ea16bc6
  settings:
    model: claude-haiku-4-5-20251001
    temperature: 0.0
    max_tokens: 64
- cell_id: claude_haiku_4_5_seu_maximizing_hiring
  pool: hiring
  model: claude-haiku-4-5
  prompt: seu_maximizing
  request_count: 280
  matched_request_count: 80
  request_hash: 04bd92933d6e57908c925b8713d085cec9560ae9a5a34cfee7a24c94ad424104
  settings:
    model: claude-haiku-4-5-20251001
    temperature: 0.0
    max_tokens: 64
- cell_id: claude_haiku_4_5_deliberative_hiring
  pool: hiring
  model: claude-haiku-4-5
  prompt: deliberative
  request_count: 280
  matched_request_count: 80
  request_hash: 831d9411648c189e34a41007c9bc66f405dbf287cae2bc40a40a1f21dec9b3ea
  settings:
    model: claude-haiku-4-5-20251001
    temperature: 0.0
    max_tokens: 64
- cell_id: claude_sonnet_4_5_thinking_neutral_hiring
  pool: hiring
  model: claude-sonnet-4-5-thinking
  prompt: neutral
  request_count: 280
  matched_request_count: 80
  request_hash: c43c44ee9a27ff0092b8d82dfbff8003a10a5deb43b78ffbac7a4bfa543aefee
  settings:
    model: claude-sonnet-4-5-20250929
    temperature: 1.0
    max_tokens: 4160
    thinking:
      type: enabled
      budget_tokens: 4096
- cell_id: claude_sonnet_4_5_thinking_seu_maximizing_hiring
  pool: hiring
  model: claude-sonnet-4-5-thinking
  prompt: seu_maximizing
  request_count: 280
  matched_request_count: 80
  request_hash: 06df62c42a874ccb5f3a3aaf15fcbf56e788578f9663018538c843d109f57942
  settings:
    model: claude-sonnet-4-5-20250929
    temperature: 1.0
    max_tokens: 4160
    thinking:
      type: enabled
      budget_tokens: 4096
- cell_id: claude_sonnet_4_5_thinking_deliberative_hiring
  pool: hiring
  model: claude-sonnet-4-5-thinking
  prompt: deliberative
  request_count: 280
  matched_request_count: 80
  request_hash: fa355268e6aec7bad1d03815dcc48ffe64dd693e4ce4a9144731f90d2ef97ed6
  settings:
    model: claude-sonnet-4-5-20250929
    temperature: 1.0
    max_tokens: 4160
    thinking:
      type: enabled
      budget_tokens: 4096
pools:
  venture:
    consequences:
    - 'Loss: the committed capital is not recovered'
    - 'Break-even: the commitment is recovered with no material gain'
    - 'High return: the commitment returns a substantial gain'
    items:
    - id: V001
      family: startup
      text: 'Venture V001 -- health data infrastructure; seed stage.


        Team record: founding team has a sustained record of shipping comparable products successfully.

        Traction: well ahead of the plan filed at the last round.

        Demand evidence: several paid pilots.

        Product maturity: product is in stable production at scale with a documented roadmap and a defensible technical
        position.

        Unit economics: positive at the contribution-margin level and widening across cohorts.'
      quality_label: strong
      matched_key: null
    - id: V002
      family: startup
      text: 'Venture V002 -- industrial software; Series A stage.


        Team record: founding team has a sustained record of shipping comparable products successfully.

        Traction: well ahead of the plan filed at the last round.

        Demand evidence: multi-year paid commitments across several customers.

        Product maturity: product is in stable production at scale with a documented roadmap and a defensible technical
        position.

        Unit economics: positive at the contribution-margin level.'
      quality_label: strong
      matched_key: null
    - id: V003
      family: startup
      text: 'Venture V003 -- industrial software; pre-seed stage.


        Team record: founding team has shipped several comparable products successfully.

        Traction: well ahead of the plan filed at the last round.

        Demand evidence: several paid pilots.

        Product maturity: product is in stable production at scale with a documented roadmap and a defensible technical
        position.

        Unit economics: positive at the contribution-margin level and widening across cohorts.'
      quality_label: strong
      matched_key: null
    - id: V004
      family: startup
      text: 'Venture V004 -- climate hardware; seed stage.


        Team record: founding team has a sustained record of shipping comparable products successfully.

        Traction: close to the plan filed at the last round.

        Demand evidence: several paid pilots.

        Product maturity: product is in stable production at scale with a documented roadmap and a defensible technical
        position.

        Unit economics: positive at the contribution-margin level and widening across cohorts.'
      quality_label: strong
      matched_key: null
    - id: V005
      family: startup
      text: 'Venture V005 -- logistics software; Series A stage.


        Team record: founding team has a sustained record of shipping comparable products successfully.

        Traction: well ahead of the plan filed at the last round.

        Demand evidence: several paid pilots.

        Product maturity: product is in stable production with a documented roadmap.

        Unit economics: positive at the contribution-margin level and widening across cohorts.'
      quality_label: strong
      matched_key: null
    - id: V006
      family: startup
      text: 'Venture V006 -- materials processing; pre-seed stage.


        Team record: founding team has a sustained record of shipping comparable products successfully.

        Traction: well ahead of the plan filed at the last round.

        Demand evidence: multi-year paid commitments across several customers.

        Product maturity: product is in stable production with a documented roadmap.

        Unit economics: positive at the contribution-margin level.'
      quality_label: strong
      matched_key: null
    - id: V007
      family: startup
      text: 'Venture V007 -- climate hardware; Series A stage.


        Team record: founding team has shipped several comparable products successfully.

        Traction: close to the plan filed at the last round.

        Demand evidence: multi-year paid commitments across several customers.

        Product maturity: product is in stable production with a documented roadmap.

        Unit economics: positive at the contribution-margin level and widening across cohorts.'
      quality_label: strong
      matched_key: null
    - id: V008
      family: startup
      text: 'Venture V008 -- logistics software; pre-seed stage.


        Team record: founding team has shipped several comparable products successfully.

        Traction: well ahead of the plan filed at the last round.

        Demand evidence: several paid pilots.

        Product maturity: product is in stable production with a documented roadmap.

        Unit economics: positive at the contribution-margin level and widening across cohorts.'
      quality_label: strong
      matched_key: null
    - id: V009
      family: startup
      text: 'Venture V009 -- materials processing; seed stage.


        Team record: founding team has a sustained record of shipping comparable products successfully.

        Traction: close to the plan filed at the last round.

        Demand evidence: several paid pilots.

        Product maturity: product is in stable production with a documented roadmap.

        Unit economics: positive at the contribution-margin level and widening across cohorts.'
      quality_label: strong
      matched_key: null
    - id: V010
      family: startup
      text: 'Venture V010 -- health data infrastructure; Series A stage.


        Team record: founding team has a sustained record of shipping comparable products successfully.

        Traction: close to the plan filed at the last round.

        Demand evidence: multi-year paid commitments across several customers.

        Product maturity: product is in stable production with a documented roadmap.

        Unit economics: positive at the contribution-margin level.'
      quality_label: strong
      matched_key: null
    - id: V011
      family: startup
      text: 'Venture V011 -- industrial software; seed stage.


        Team record: founding team has a sustained record of shipping comparable products successfully.

        Traction: well ahead of the plan filed at the last round.

        Demand evidence: multi-year paid commitments across several customers.

        Product maturity: product exists only as a prototype with no production deployment.

        Unit economics: positive at the contribution-margin level.

        Noted reservation: the investment committee flagged the product maturity as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: V012
      family: startup
      text: 'Venture V012 -- health data infrastructure; pre-seed stage.


        Team record: founding team has a sustained record of shipping comparable products successfully.

        Traction: no usage or revenue reported to date.

        Demand evidence: several paid pilots.

        Product maturity: product is in stable production with a documented roadmap.

        Unit economics: positive at the contribution-margin level and widening across cohorts.

        Noted reservation: the investment committee flagged the traction evidence as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: V013
      family: startup
      text: 'Venture V013 -- logistics software; seed stage.


        Team record: founding team has no documented record of shipping a comparable product.

        Traction: early usage reported, well below the plan filed at the last round.

        Demand evidence: multi-year paid commitments across several customers.

        Product maturity: product is in stable production at scale with a documented roadmap and a defensible technical
        position.

        Unit economics: positive at the contribution-margin level.

        Noted reservation: the investment committee flagged the team record as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: V014
      family: startup
      text: 'Venture V014 -- materials processing; Series A stage.


        Team record: founding team has a sustained record of shipping comparable products successfully.

        Traction: well ahead of the plan filed at the last round.

        Demand evidence: asserted but not evidenced by any signed customer.

        Product maturity: product is in stable production at scale with a documented roadmap and a defensible technical
        position.

        Unit economics: negative, with no credible path to contribution margin.

        Noted reservation: the investment committee flagged the demand evidence as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: V015
      family: startup
      text: 'Venture V015 -- industrial software; Series A stage.


        Team record: founding team has no documented record of shipping a comparable product.

        Traction: early usage reported, well below the plan filed at the last round.

        Demand evidence: several paid pilots.

        Product maturity: product is in stable production with a documented roadmap.

        Unit economics: positive at the contribution-margin level and widening across cohorts.

        Noted reservation: the investment committee flagged the team record as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: V016
      family: startup
      text: 'Venture V016 -- climate hardware; pre-seed stage.


        Team record: founding team has a sustained record of shipping comparable products successfully.

        Traction: no usage or revenue reported to date.

        Demand evidence: asserted but not evidenced by any signed customer.

        Product maturity: product is in stable production at scale with a documented roadmap and a defensible technical
        position.

        Unit economics: positive at the contribution-margin level.

        Noted reservation: the investment committee flagged the traction evidence as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: V017
      family: startup
      text: 'Venture V017 -- materials processing; pre-seed stage.


        Team record: founding team has shipped several comparable products successfully.

        Traction: early usage reported, well below the plan filed at the last round.

        Demand evidence: asserted but not evidenced by any signed customer.

        Product maturity: product is in stable production at scale with a documented roadmap and a defensible technical
        position.

        Unit economics: negative but improving on the reported cohort trend.

        Noted reservation: the investment committee flagged the demand evidence as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: V018
      family: startup
      text: 'Venture V018 -- health data infrastructure; seed stage.


        Team record: founding team has shipped several comparable products successfully.

        Traction: close to the plan filed at the last round.

        Demand evidence: a small number of unpaid pilots.

        Product maturity: product exists only as a prototype with no production deployment.

        Unit economics: positive at the contribution-margin level.

        Noted reservation: the investment committee flagged the product maturity as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: V019
      family: startup
      text: 'Venture V019 -- climate hardware; seed stage.


        Team record: founding team has shipped one comparable product, with mixed results.

        Traction: no usage or revenue reported to date.

        Demand evidence: a small number of unpaid pilots.

        Product maturity: product is in stable production at scale with a documented roadmap and a defensible technical
        position.

        Unit economics: negative but improving on the reported cohort trend.

        Noted reservation: the investment committee flagged the traction evidence as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: V020
      family: startup
      text: 'Venture V020 -- logistics software; Series A stage.


        Team record: founding team has shipped one comparable product, with mixed results.

        Traction: early usage reported, well below the plan filed at the last round.

        Demand evidence: a small number of unpaid pilots.

        Product maturity: product is in stable production with a documented roadmap.

        Unit economics: negative but improving on the reported cohort trend.'
      quality_label: ambiguous
      matched_key: null
    - id: V021
      family: startup
      text: 'Venture V021 -- materials processing; seed stage.


        Team record: founding team has shipped one comparable product, with mixed results.

        Traction: no usage or revenue reported to date.

        Demand evidence: a small number of unpaid pilots.

        Product maturity: product is in limited production with recurring reliability problems.

        Unit economics: positive at the contribution-margin level.

        Noted reservation: the investment committee flagged the traction evidence as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: V022
      family: startup
      text: 'Venture V022 -- health data infrastructure; Series A stage.


        Team record: founding team has shipped one comparable product, with mixed results.

        Traction: early usage reported, well below the plan filed at the last round.

        Demand evidence: several paid pilots.

        Product maturity: product is in limited production with recurring reliability problems.

        Unit economics: negative, with no credible path to contribution margin.

        Noted reservation: the investment committee flagged the unit economics as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: V023
      family: startup
      text: 'Venture V023 -- industrial software; pre-seed stage.


        Team record: founding team has shipped several comparable products successfully.

        Traction: early usage reported, well below the plan filed at the last round.

        Demand evidence: a small number of unpaid pilots.

        Product maturity: product exists only as a prototype with no production deployment.

        Unit economics: negative but improving on the reported cohort trend.

        Noted reservation: the investment committee flagged the product maturity as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: V024
      family: startup
      text: 'Venture V024 -- materials processing; Series A stage.


        Team record: founding team has no documented record of shipping a comparable product.

        Traction: no usage or revenue reported to date.

        Demand evidence: a small number of unpaid pilots.

        Product maturity: product is in limited production with recurring reliability problems.

        Unit economics: positive at the contribution-margin level.

        Noted reservation: the investment committee flagged the team record as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: V025
      family: startup
      text: 'Venture V025 -- health data infrastructure; pre-seed stage.


        Team record: founding team has no documented record of shipping a comparable product.

        Traction: early usage reported, well below the plan filed at the last round.

        Demand evidence: several paid pilots.

        Product maturity: product exists only as a prototype with no production deployment.

        Unit economics: negative but improving on the reported cohort trend.

        Noted reservation: the investment committee flagged the team record as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: V026
      family: startup
      text: 'Venture V026 -- industrial software; seed stage.


        Team record: founding team has shipped one comparable product, with mixed results.

        Traction: no usage or revenue reported to date.

        Demand evidence: a small number of unpaid pilots.

        Product maturity: product is in stable production with a documented roadmap.

        Unit economics: negative, with no credible path to contribution margin.

        Noted reservation: the investment committee flagged the traction evidence as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: V027
      family: startup
      text: 'Venture V027 -- climate hardware; Series A stage.


        Team record: founding team has shipped one comparable product, with mixed results.

        Traction: close to the plan filed at the last round.

        Demand evidence: asserted but not evidenced by any signed customer.

        Product maturity: product is in limited production with recurring reliability problems.

        Unit economics: negative, with no credible path to contribution margin.

        Noted reservation: the investment committee flagged the demand evidence as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: V028
      family: startup
      text: 'Venture V028 -- logistics software; pre-seed stage.


        Team record: founding team has shipped several comparable products successfully.

        Traction: early usage reported, well below the plan filed at the last round.

        Demand evidence: asserted but not evidenced by any signed customer.

        Product maturity: product is in limited production with recurring reliability problems.

        Unit economics: negative, with no credible path to contribution margin.

        Noted reservation: the investment committee flagged the demand evidence as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: V029
      family: startup
      text: 'Venture V029 -- materials processing; pre-seed stage.


        Team record: founding team has no documented record of shipping a comparable product.

        Traction: no usage or revenue reported to date.

        Demand evidence: several paid pilots.

        Product maturity: product exists only as a prototype with no production deployment.

        Unit economics: negative but improving on the reported cohort trend.

        Noted reservation: the investment committee flagged the team record as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: V030
      family: startup
      text: 'Venture V030 -- health data infrastructure; seed stage.


        Team record: founding team has no documented record of shipping a comparable product.

        Traction: early usage reported, well below the plan filed at the last round.

        Demand evidence: asserted but not evidenced by any signed customer.

        Product maturity: product is in limited production with recurring reliability problems.

        Unit economics: negative but improving on the reported cohort trend.'
      quality_label: weak
      matched_key: null
    - id: V031
      family: startup
      text: 'Venture V031 -- industrial software; Series A stage.


        Team record: founding team has shipped one comparable product, with mixed results.

        Traction: no usage or revenue reported to date.

        Demand evidence: asserted but not evidenced by any signed customer.

        Product maturity: product exists only as a prototype with no production deployment.

        Unit economics: positive at the contribution-margin level.

        Noted reservation: the investment committee flagged the traction evidence as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: V032
      family: startup
      text: 'Venture V032 -- climate hardware; pre-seed stage.


        Team record: founding team has shipped one comparable product, with mixed results.

        Traction: early usage reported, well below the plan filed at the last round.

        Demand evidence: asserted but not evidenced by any signed customer.

        Product maturity: product exists only as a prototype with no production deployment.

        Unit economics: negative but improving on the reported cohort trend.'
      quality_label: weak
      matched_key: null
    - id: V033
      family: startup
      text: 'Venture V033 -- logistics software; seed stage.


        Team record: founding team has shipped several comparable products successfully.

        Traction: early usage reported, well below the plan filed at the last round.

        Demand evidence: asserted but not evidenced by any signed customer.

        Product maturity: product exists only as a prototype with no production deployment.

        Unit economics: negative, with no credible path to contribution margin.

        Noted reservation: the investment committee flagged the demand evidence as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: V034
      family: startup
      text: 'Venture V034 -- climate hardware; seed stage.


        Team record: founding team has no documented record of shipping a comparable product.

        Traction: no usage or revenue reported to date.

        Demand evidence: a small number of unpaid pilots.

        Product maturity: product exists only as a prototype with no production deployment.

        Unit economics: negative but improving on the reported cohort trend.'
      quality_label: weak
      matched_key: null
    - id: V035
      family: startup
      text: 'Venture V035 -- logistics software; Series A stage.


        Team record: founding team has shipped one comparable product, with mixed results.

        Traction: early usage reported, well below the plan filed at the last round.

        Demand evidence: asserted but not evidenced by any signed customer.

        Product maturity: product exists only as a prototype with no production deployment.

        Unit economics: negative, with no credible path to contribution margin.'
      quality_label: weak
      matched_key: null
    - id: V036
      family: startup
      text: 'Venture V036 -- industrial software; pre-seed stage.


        Team record: founding team has no documented record of shipping a comparable product.

        Traction: no usage or revenue reported to date.

        Demand evidence: asserted but not evidenced by any signed customer.

        Product maturity: product exists only as a prototype with no production deployment.

        Unit economics: negative but improving on the reported cohort trend.'
      quality_label: weak
      matched_key: null
    - id: P001
      family: procurement
      text: 'Vendor P001 -- quality assurance services; 9+ years operating in this service category.


        Technical proposal: met all requirements and handled edge cases unusually thoroughly.

        Prior contract delivery record: documented successful outcomes on a sustained series of comparable prior
        contracts.

        Technical review board: scored the bid in the top band of the rubric.

        Past-client references: corroborated the claimed delivery history in specific detail and were uniformly
        positive.

        Scope coverage: covers all of the capabilities the statement of work requires.'
      quality_label: strong
      matched_key: MK01
    - id: P002
      family: procurement
      text: 'Vendor P002 -- network operations services; 5-8 years operating in this service category.


        Technical proposal: met all requirements and was clearly organised, with minor gaps.

        Prior contract delivery record: documented successful outcomes on a sustained series of comparable prior
        contracts.

        Technical review board: scored the bid in the top band of the rubric.

        Past-client references: corroborated the claimed delivery history in specific detail and were uniformly
        positive.

        Scope coverage: covers all of the capabilities the statement of work requires.'
      quality_label: strong
      matched_key: MK02
    - id: P003
      family: procurement
      text: 'Vendor P003 -- data platform services; 9+ years operating in this service category.


        Technical proposal: met all requirements and was clearly organised, with minor gaps.

        Prior contract delivery record: documented successful outcomes on several comparable prior contracts.

        Technical review board: scored the bid in the top band of the rubric.

        Past-client references: corroborated the claimed delivery history in specific detail and were uniformly
        positive.

        Scope coverage: covers all of the capabilities the statement of work requires.'
      quality_label: strong
      matched_key: MK03
    - id: P004
      family: procurement
      text: 'Vendor P004 -- records management services; 2-4 years operating in this service category.


        Technical proposal: met all requirements and handled edge cases unusually thoroughly.

        Prior contract delivery record: documented successful outcomes on several comparable prior contracts.

        Technical review board: scored the bid in the top band of the rubric.

        Past-client references: corroborated the claimed delivery history.

        Scope coverage: covers all of the capabilities the statement of work requires.'
      quality_label: strong
      matched_key: MK04
    - id: P005
      family: procurement
      text: 'Vendor P005 -- quality assurance services; 2-4 years operating in this service category.


        Technical proposal: met all requirements and was clearly organised, with minor gaps.

        Prior contract delivery record: documented successful outcomes on several comparable prior contracts.

        Technical review board: scored the bid in the upper-middle band of the rubric.

        Past-client references: corroborated the claimed delivery history in specific detail and were uniformly
        positive.

        Scope coverage: covers all of the capabilities the statement of work requires.'
      quality_label: strong
      matched_key: MK05
    - id: P006
      family: procurement
      text: 'Vendor P006 -- logistics coordination services; 5-8 years operating in this service category.


        Technical proposal: met all requirements and was clearly organised, with minor gaps.

        Prior contract delivery record: documented successful outcomes on a sustained series of comparable prior
        contracts.

        Technical review board: scored the bid in the top band of the rubric.

        Past-client references: corroborated the claimed delivery history.

        Scope coverage: covers most of the capabilities the statement of work requires.'
      quality_label: strong
      matched_key: MK06
    - id: P007
      family: procurement
      text: 'Vendor P007 -- network operations services; 9+ years operating in this service category.


        Technical proposal: met all requirements and handled edge cases unusually thoroughly.

        Prior contract delivery record: documented successful outcomes on a sustained series of comparable prior
        contracts.

        Technical review board: scored the bid in the top band of the rubric.

        Past-client references: corroborated the claimed delivery history.

        Scope coverage: covers few of the capabilities the statement of work requires.

        Noted reservation: evaluators flagged the scope gap as the weakest part of the bid.'
      quality_label: ambiguous
      matched_key: MK07
    - id: P008
      family: procurement
      text: 'Vendor P008 -- records management services; 5-8 years operating in this service category.


        Technical proposal: met the basic requirements but showed several correctness and clarity problems.

        Prior contract delivery record: documented successful outcomes on a sustained series of comparable prior
        contracts.

        Technical review board: scored the bid in the upper-middle band of the rubric.

        Past-client references: returned brief, non-specific responses.

        Scope coverage: covers all of the capabilities the statement of work requires.

        Noted reservation: evaluators flagged the technical proposal as the weakest part of the bid.'
      quality_label: ambiguous
      matched_key: MK08
    - id: P009
      family: procurement
      text: 'Vendor P009 -- logistics coordination services; 9+ years operating in this service category.


        Technical proposal: met all requirements and was clearly organised, with minor gaps.

        Prior contract delivery record: documented outcomes on one comparable prior contract, with mixed results.

        Technical review board: scored the bid in the upper-middle band of the rubric.

        Past-client references: corroborated the claimed delivery history.

        Scope coverage: covers some of the capabilities the statement of work requires.'
      quality_label: ambiguous
      matched_key: MK09
    - id: P010
      family: procurement
      text: 'Vendor P010 -- data platform services; 2-4 years operating in this service category.


        Technical proposal: met all requirements and handled edge cases unusually thoroughly.

        Prior contract delivery record: documented successful outcomes on a sustained series of comparable prior
        contracts.

        Technical review board: scored the bid in the lower-middle band of the rubric.

        Past-client references: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the statement of work requires.

        Noted reservation: evaluators flagged the scope gap as the weakest part of the bid.'
      quality_label: ambiguous
      matched_key: MK10
    - id: P011
      family: procurement
      text: 'Vendor P011 -- quality assurance services; 5-8 years operating in this service category.


        Technical proposal: incomplete; did not meet the stated requirements.

        Prior contract delivery record: documented successful outcomes on several comparable prior contracts.

        Technical review board: scored the bid in the upper-middle band of the rubric.

        Past-client references: corroborated the claimed delivery history.

        Scope coverage: covers some of the capabilities the statement of work requires.

        Noted reservation: evaluators flagged the technical proposal as the weakest part of the bid.'
      quality_label: ambiguous
      matched_key: MK11
    - id: P012
      family: procurement
      text: 'Vendor P012 -- network operations services; 2-4 years operating in this service category.


        Technical proposal: met the basic requirements but showed several correctness and clarity problems.

        Prior contract delivery record: documented outcomes on one comparable prior contract, with mixed results.

        Technical review board: scored the bid in the lower-middle band of the rubric.

        Past-client references: returned brief, non-specific responses.

        Scope coverage: covers most of the capabilities the statement of work requires.'
      quality_label: ambiguous
      matched_key: MK12
    - id: P013
      family: procurement
      text: 'Vendor P013 -- logistics coordination services; 2-4 years operating in this service category.


        Technical proposal: incomplete; did not meet the stated requirements.

        Prior contract delivery record: documented outcomes on one comparable prior contract, with mixed results.

        Technical review board: scored the bid in the lower-middle band of the rubric.

        Past-client references: returned brief, non-specific responses.

        Scope coverage: covers most of the capabilities the statement of work requires.

        Noted reservation: evaluators flagged the technical proposal as the weakest part of the bid.'
      quality_label: weak
      matched_key: MK13
    - id: P014
      family: procurement
      text: 'Vendor P014 -- data platform services; 5-8 years operating in this service category.


        Technical proposal: met the basic requirements but showed several correctness and clarity problems.

        Prior contract delivery record: documented outcomes on one comparable prior contract, with mixed results.

        Technical review board: scored the bid in the lower-middle band of the rubric.

        Past-client references: could not be completed.

        Scope coverage: covers most of the capabilities the statement of work requires.

        Noted reservation: evaluators flagged the reference evidence as the weakest part of the bid.'
      quality_label: weak
      matched_key: MK14
    - id: P015
      family: procurement
      text: 'Vendor P015 -- records management services; 9+ years operating in this service category.


        Technical proposal: met all requirements and was clearly organised, with minor gaps.

        Prior contract delivery record: documented outcomes on one comparable prior contract, with mixed results.

        Technical review board: scored the bid in the lower-middle band of the rubric.

        Past-client references: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the statement of work requires.

        Noted reservation: evaluators flagged the scope gap as the weakest part of the bid.'
      quality_label: weak
      matched_key: MK15
    - id: P016
      family: procurement
      text: 'Vendor P016 -- records management services; 2-4 years operating in this service category.


        Technical proposal: incomplete; did not meet the stated requirements.

        Prior contract delivery record: no documented outcomes from comparable prior contracts.

        Technical review board: scored the bid in the upper-middle band of the rubric.

        Past-client references: returned brief, non-specific responses.

        Scope coverage: covers some of the capabilities the statement of work requires.

        Noted reservation: evaluators flagged the technical proposal as the weakest part of the bid.'
      quality_label: weak
      matched_key: MK16
    - id: P017
      family: procurement
      text: 'Vendor P017 -- network operations services; 5-8 years operating in this service category.


        Technical proposal: incomplete; did not meet the stated requirements.

        Prior contract delivery record: documented successful outcomes on several comparable prior contracts.

        Technical review board: scored the bid in the lower-middle band of the rubric.

        Past-client references: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the statement of work requires.

        Noted reservation: evaluators flagged the technical proposal as the weakest part of the bid.'
      quality_label: weak
      matched_key: MK17
    - id: P018
      family: procurement
      text: 'Vendor P018 -- quality assurance services; 9+ years operating in this service category.


        Technical proposal: met the basic requirements but showed several correctness and clarity problems.

        Prior contract delivery record: documented successful outcomes on several comparable prior contracts.

        Technical review board: scored the bid in the bottom band of the rubric.

        Past-client references: could not be completed.

        Scope coverage: covers some of the capabilities the statement of work requires.

        Noted reservation: evaluators flagged the review board score as the weakest part of the bid.'
      quality_label: weak
      matched_key: MK18
    - id: P019
      family: procurement
      text: 'Vendor P019 -- quality assurance services; 2-4 years operating in this service category.


        Technical proposal: incomplete; did not meet the stated requirements.

        Prior contract delivery record: documented outcomes on one comparable prior contract, with mixed results.

        Technical review board: scored the bid in the upper-middle band of the rubric.

        Past-client references: could not be completed.

        Scope coverage: covers few of the capabilities the statement of work requires.

        Noted reservation: evaluators flagged the technical proposal as the weakest part of the bid.'
      quality_label: weak
      matched_key: MK19
    - id: P020
      family: procurement
      text: 'Vendor P020 -- logistics coordination services; 5-8 years operating in this service category.


        Technical proposal: met the basic requirements but showed several correctness and clarity problems.

        Prior contract delivery record: documented outcomes on one comparable prior contract, with mixed results.

        Technical review board: scored the bid in the bottom band of the rubric.

        Past-client references: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the statement of work requires.'
      quality_label: weak
      matched_key: MK20
    - id: P021
      family: procurement
      text: 'Vendor P021 -- data platform services; 9+ years operating in this service category.


        Technical proposal: met all requirements and was clearly organised, with minor gaps.

        Prior contract delivery record: no documented outcomes from comparable prior contracts.

        Technical review board: scored the bid in the bottom band of the rubric.

        Past-client references: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the statement of work requires.

        Noted reservation: evaluators flagged the delivery record as the weakest part of the bid.'
      quality_label: weak
      matched_key: MK21
    - id: P022
      family: procurement
      text: 'Vendor P022 -- records management services; 5-8 years operating in this service category.


        Technical proposal: incomplete; did not meet the stated requirements.

        Prior contract delivery record: documented outcomes on one comparable prior contract, with mixed results.

        Technical review board: scored the bid in the bottom band of the rubric.

        Past-client references: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the statement of work requires.'
      quality_label: weak
      matched_key: MK22
    - id: P023
      family: procurement
      text: 'Vendor P023 -- network operations services; 9+ years operating in this service category.


        Technical proposal: incomplete; did not meet the stated requirements.

        Prior contract delivery record: documented successful outcomes on several comparable prior contracts.

        Technical review board: scored the bid in the bottom band of the rubric.

        Past-client references: could not be completed.

        Scope coverage: covers few of the capabilities the statement of work requires.

        Noted reservation: evaluators flagged the technical proposal as the weakest part of the bid.'
      quality_label: weak
      matched_key: MK23
    - id: P024
      family: procurement
      text: 'Vendor P024 -- data platform services; 2-4 years operating in this service category.


        Technical proposal: incomplete; did not meet the stated requirements.

        Prior contract delivery record: no documented outcomes from comparable prior contracts.

        Technical review board: scored the bid in the bottom band of the rubric.

        Past-client references: could not be completed.

        Scope coverage: covers few of the capabilities the statement of work requires.'
      quality_label: weak
      matched_key: MK24
    menus:
    - id: VEN0018
      family: startup
      item_ids:
      - V012
      - V015
      menu_size: 2
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - V012
        - V015
      - presentation_id: 2
        order:
        - V015
        - V012
    - id: VEN0032
      family: startup
      item_ids:
      - V009
      - V011
      - V032
      - V024
      menu_size: 4
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V009
        - V011
        - V032
        - V024
      - presentation_id: 2
        order:
        - V024
        - V032
        - V011
        - V009
    - id: VEN0003
      family: startup
      item_ids:
      - V019
      - V002
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V019
        - V002
      - presentation_id: 2
        order:
        - V002
        - V019
    - id: VEN0001
      family: startup
      item_ids:
      - V002
      - V011
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V002
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      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - P003
        - P008
      - presentation_id: 2
        order:
        - P008
        - P003
    - id: VEN0094
      family: startup
      item_ids:
      - V019
      - V034
      - V031
      - V017
      - V025
      - V033
      - V021
      - V023
      menu_size: 8
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - V019
        - V034
        - V031
        - V017
        - V025
        - V033
        - V021
        - V023
      - presentation_id: 2
        order:
        - V023
        - V021
        - V033
        - V025
        - V017
        - V031
        - V034
        - V019
    - id: VEN0006
      family: startup
      item_ids:
      - V019
      - V004
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V019
        - V004
      - presentation_id: 2
        order:
        - V004
        - V019
    - id: VEN0079
      family: startup
      item_ids:
      - V027
      - V010
      - V026
      - V030
      - V036
      - V017
      - V031
      - V021
      menu_size: 8
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V027
        - V010
        - V026
        - V030
        - V036
        - V017
        - V031
        - V021
      - presentation_id: 2
        order:
        - V021
        - V031
        - V017
        - V036
        - V030
        - V026
        - V010
        - V027
    - id: VEN0135
      family: procurement
      item_ids:
      - P004
      - P014
      - P022
      - P001
      - P021
      - P019
      - P020
      - P018
      menu_size: 8
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - P004
        - P014
        - P022
        - P001
        - P021
        - P019
        - P020
        - P018
      - presentation_id: 2
        order:
        - P018
        - P020
        - P019
        - P021
        - P001
        - P022
        - P014
        - P004
    - id: VEN0137
      family: procurement
      item_ids:
      - P004
      - P001
      - P017
      - P014
      - P015
      - P018
      - P020
      - P021
      menu_size: 8
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - P004
        - P001
        - P017
        - P014
        - P015
        - P018
        - P020
        - P021
      - presentation_id: 2
        order:
        - P021
        - P020
        - P018
        - P015
        - P014
        - P017
        - P001
        - P004
    - id: VEN0116
      family: procurement
      item_ids:
      - P006
      - P017
      - P002
      - P020
      menu_size: 4
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - P006
        - P017
        - P002
        - P020
      - presentation_id: 2
        order:
        - P020
        - P002
        - P017
        - P006
    - id: VEN0014
      family: startup
      item_ids:
      - V009
      - V001
      menu_size: 2
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - V009
        - V001
      - presentation_id: 2
        order:
        - V001
        - V009
    - id: VEN0076
      family: startup
      item_ids:
      - V018
      - V009
      - V036
      - V025
      - V026
      - V029
      - V030
      - V033
      menu_size: 8
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V018
        - V009
        - V036
        - V025
        - V026
        - V029
        - V030
        - V033
      - presentation_id: 2
        order:
        - V033
        - V030
        - V029
        - V026
        - V025
        - V036
        - V009
        - V018
    - id: VEN0066
      family: startup
      item_ids:
      - V032
      - V029
      - V003
      - V023
      - V026
      - V001
      menu_size: 6
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - V032
        - V029
        - V003
        - V023
        - V026
        - V001
      - presentation_id: 2
        order:
        - V001
        - V026
        - V023
        - V003
        - V029
        - V032
    - id: VEN0047
      family: startup
      item_ids:
      - V014
      - V023
      - V029
      - V018
      menu_size: 4
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - V014
        - V023
        - V029
        - V018
      - presentation_id: 2
        order:
        - V018
        - V029
        - V023
        - V014
    - id: VEN0100
      family: startup
      item_ids:
      - V031
      - V033
      - V028
      - V032
      - V013
      - V011
      - V021
      - V036
      menu_size: 8
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - V031
        - V033
        - V028
        - V032
        - V013
        - V011
        - V021
        - V036
      - presentation_id: 2
        order:
        - V036
        - V021
        - V011
        - V013
        - V032
        - V028
        - V033
        - V031
    - id: VEN0058
      family: startup
      item_ids:
      - V029
      - V028
      - V014
      - V030
      - V025
      - V006
      menu_size: 6
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V029
        - V028
        - V014
        - V030
        - V025
        - V006
      - presentation_id: 2
        order:
        - V006
        - V025
        - V030
        - V014
        - V028
        - V029
    - id: VEN0130
      family: procurement
      item_ids:
      - P009
      - P020
      - P018
      - P012
      - P017
      - P024
      menu_size: 6
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - P009
        - P020
        - P018
        - P012
        - P017
        - P024
      - presentation_id: 2
        order:
        - P024
        - P017
        - P012
        - P018
        - P020
        - P009
    - id: VEN0009
      family: startup
      item_ids:
      - V001
      - V013
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V001
        - V013
      - presentation_id: 2
        order:
        - V013
        - V001
    - id: VEN0096
      family: startup
      item_ids:
      - V026
      - V022
      - V032
      - V020
      - V024
      - V035
      - V012
      - V027
      menu_size: 8
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - V026
        - V022
        - V032
        - V020
        - V024
        - V035
        - V012
        - V027
      - presentation_id: 2
        order:
        - V027
        - V012
        - V035
        - V024
        - V020
        - V032
        - V022
        - V026
    - id: VEN0015
      family: startup
      item_ids:
      - V007
      - V002
      menu_size: 2
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - V007
        - V002
      - presentation_id: 2
        order:
        - V002
        - V007
    - id: VEN0068
      family: startup
      item_ids:
      - V027
      - V018
      - V032
      - V033
      - V016
      - V023
      menu_size: 6
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - V027
        - V018
        - V032
        - V033
        - V016
        - V023
      - presentation_id: 2
        order:
        - V023
        - V016
        - V033
        - V032
        - V018
        - V027
    - id: VEN0054
      family: startup
      item_ids:
      - V026
      - V005
      - V029
      - V024
      - V031
      - V014
      menu_size: 6
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V026
        - V005
        - V029
        - V024
        - V031
        - V014
      - presentation_id: 2
        order:
        - V014
        - V031
        - V024
        - V029
        - V005
        - V026
    - id: VEN0095
      family: startup
      item_ids:
      - V017
      - V019
      - V027
      - V028
      - V034
      - V032
      - V031
      - V030
      menu_size: 8
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - V017
        - V019
        - V027
        - V028
        - V034
        - V032
        - V031
        - V030
      - presentation_id: 2
        order:
        - V030
        - V031
        - V032
        - V034
        - V028
        - V027
        - V019
        - V017
    - id: VEN0017
      family: startup
      item_ids:
      - V001
      - V002
      menu_size: 2
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - V001
        - V002
      - presentation_id: 2
        order:
        - V002
        - V001
    - id: VEN0134
      family: procurement
      item_ids:
      - P019
      - P014
      - P002
      - P013
      - P017
      - P009
      - P024
      - P020
      menu_size: 8
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - P019
        - P014
        - P002
        - P013
        - P017
        - P009
        - P024
        - P020
      - presentation_id: 2
        order:
        - P020
        - P024
        - P009
        - P017
        - P013
        - P002
        - P014
        - P019
    - id: VEN0133
      family: procurement
      item_ids:
      - P005
      - P014
      - P015
      - P024
      - P019
      - P022
      - P009
      - P021
      menu_size: 8
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - P005
        - P014
        - P015
        - P024
        - P019
        - P022
        - P009
        - P021
      - presentation_id: 2
        order:
        - P021
        - P009
        - P022
        - P019
        - P024
        - P015
        - P014
        - P005
    - id: VEN0023
      family: startup
      item_ids:
      - V014
      - V019
      menu_size: 2
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - V014
        - V019
      - presentation_id: 2
        order:
        - V019
        - V014
    - id: VEN0005
      family: startup
      item_ids:
      - V012
      - V001
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V012
        - V001
      - presentation_id: 2
        order:
        - V001
        - V012
    - id: VEN0083
      family: startup
      item_ids:
      - V020
      - V035
      - V001
      - V023
      - V025
      - V031
      - V022
      - V024
      menu_size: 8
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V020
        - V035
        - V001
        - V023
        - V025
        - V031
        - V022
        - V024
      - presentation_id: 2
        order:
        - V024
        - V022
        - V031
        - V025
        - V023
        - V001
        - V035
        - V020
    - id: VEN0061
      family: startup
      item_ids:
      - V036
      - V001
      - V021
      - V034
      - V006
      - V032
      menu_size: 6
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - V036
        - V001
        - V021
        - V034
        - V006
        - V032
      - presentation_id: 2
        order:
        - V032
        - V006
        - V034
        - V021
        - V001
        - V036
    - id: VEN0092
      family: startup
      item_ids:
      - V005
      - V027
      - V024
      - V028
      - V023
      - V002
      - V021
      - V030
      menu_size: 8
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - V005
        - V027
        - V024
        - V028
        - V023
        - V002
        - V021
        - V030
      - presentation_id: 2
        order:
        - V030
        - V021
        - V002
        - V023
        - V028
        - V024
        - V027
        - V005
    - id: VEN0004
      family: startup
      item_ids:
      - V017
      - V010
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V017
        - V010
      - presentation_id: 2
        order:
        - V010
        - V017
    - id: VEN0138
      family: procurement
      item_ids:
      - P020
      - P010
      - P019
      - P013
      - P022
      - P023
      - P007
      - P017
      menu_size: 8
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - P020
        - P010
        - P019
        - P013
        - P022
        - P023
        - P007
        - P017
      - presentation_id: 2
        order:
        - P017
        - P007
        - P023
        - P022
        - P013
        - P019
        - P010
        - P020
    - id: VEN0007
      family: startup
      item_ids:
      - V009
      - V014
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V009
        - V014
      - presentation_id: 2
        order:
        - V014
        - V009
    - id: VEN0029
      family: startup
      item_ids:
      - V010
      - V024
      - V032
      - V017
      menu_size: 4
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V010
        - V024
        - V032
        - V017
      - presentation_id: 2
        order:
        - V017
        - V032
        - V024
        - V010
    - id: VEN0045
      family: startup
      item_ids:
      - V013
      - V028
      - V011
      - V022
      menu_size: 4
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - V013
        - V028
        - V011
        - V022
      - presentation_id: 2
        order:
        - V022
        - V011
        - V028
        - V013
    - id: VEN0065
      family: startup
      item_ids:
      - V004
      - V008
      - V036
      - V025
      - V022
      - V031
      menu_size: 6
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - V004
        - V008
        - V036
        - V025
        - V022
        - V031
      - presentation_id: 2
        order:
        - V031
        - V022
        - V025
        - V036
        - V008
        - V004
    - id: VEN0034
      family: startup
      item_ids:
      - V013
      - V009
      - V035
      - V024
      menu_size: 4
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - V013
        - V009
        - V035
        - V024
      - presentation_id: 2
        order:
        - V024
        - V035
        - V009
        - V013
    - id: VEN0038
      family: startup
      item_ids:
      - V009
      - V026
      - V003
      - V025
      menu_size: 4
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - V009
        - V026
        - V003
        - V025
      - presentation_id: 2
        order:
        - V025
        - V003
        - V026
        - V009
    - id: VEN0071
      family: startup
      item_ids:
      - V030
      - V035
      - V024
      - V018
      - V019
      - V031
      menu_size: 6
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - V030
        - V035
        - V024
        - V018
        - V019
        - V031
      - presentation_id: 2
        order:
        - V031
        - V019
        - V018
        - V024
        - V035
        - V030
    probabilities:
      gpt-4o:
        V001:
        - 0.15
        - 0.25
        - 0.6
        V002:
        - 0.1
        - 0.2
        - 0.7
        V003:
        - 0.15
        - 0.25
        - 0.6
        V004:
        - 0.2
        - 0.3
        - 0.5
        V005:
        - 0.15
        - 0.25
        - 0.6
        V006:
        - 0.1
        - 0.2
        - 0.7
        V007:
        - 0.15
        - 0.25
        - 0.6
        V008:
        - 0.2
        - 0.3
        - 0.5
        V009:
        - 0.2
        - 0.3
        - 0.5
        V010:
        - 0.15
        - 0.25
        - 0.6
        V011:
        - 0.2
        - 0.3
        - 0.5
        V012: &id001
        - 0.4
        - 0.3
        - 0.3
        V013:
        - 0.3
        - 0.4
        - 0.3
        V014:
        - 0.6
        - 0.25
        - 0.15
        V015: &id002
        - 0.4
        - 0.35
        - 0.25
        V016:
        - 0.4
        - 0.3
        - 0.3
        V017:
        - 0.5
        - 0.3
        - 0.2
        V018:
        - 0.5
        - 0.3
        - 0.2
        V019:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V020:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V021:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V022:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V023:
        - 0.5
        - 0.3
        - 0.2
        V024:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V025:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V026:
        - 0.65
        - 0.25
        - 0.1
        V027:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V028:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V029:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V030:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V031:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V032:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V033:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V034:
        - 0.65
        - 0.25
        - 0.1
        V035:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V036:
        - 0.7
        - 0.25
        - 0.05
        P001: &id008
        - 0.05
        - 0.15
        - 0.8
        P002: &id006
        - 0.05
        - 0.25
        - 0.7
        P003:
        - 0.05
        - 0.25
        - 0.7
        P004:
        - 0.05
        - 0.2
        - 0.75
        P005:
        - 0.1
        - 0.3
        - 0.6
        P006:
        - 0.1
        - 0.2
        - 0.7
        P007:
        - 0.2
        - 0.5
        - 0.3
        P008:
        - 0.15
        - 0.6
        - 0.25
        P009:
        - 0.3
        - 0.5
        - 0.2
        P010:
        - 0.3
        - 0.5
        - 0.2
        P011:
        - 0.3
        - 0.5
        - 0.2
        P012:
        - 0.3
        - 0.5
        - 0.2
        P013:
        - 0.5
        - 0.4
        - 0.1
        P014: &id005
        - 0.4
        - 0.4
        - 0.2
        P015: &id003
        - 0.5
        - 0.4
        - 0.1
        P016:
        - 0.6
        - 0.35
        - 0.05
        P017:
        - 0.6
        - 0.35
        - 0.05
        P018:
        - 0.4
        - 0.5
        - 0.1
        P019: &id007
        - 0.6
        - 0.35
        - 0.05
        P020:
        - 0.6
        - 0.35
        - 0.05
        P021:
        - 0.6
        - 0.35
        - 0.05
        P022:
        - 0.7
        - 0.25
        - 0.05
        P023: &id004
        - 0.7
        - 0.25
        - 0.05
        P024:
        - 0.75
        - 0.2
        - 0.05
      gpt-4o-mini:
        V001:
        - 0.1
        - 0.3
        - 0.6
        V002:
        - 0.1
        - 0.2
        - 0.7
        V003:
        - 0.1
        - 0.2
        - 0.7
        V004:
        - 0.15
        - 0.25
        - 0.6
        V005:
        - 0.1
        - 0.3
        - 0.6
        V006:
        - 0.1
        - 0.3
        - 0.6
        V007:
        - 0.1
        - 0.2
        - 0.7
        V008:
        - 0.1
        - 0.3
        - 0.6
        V009:
        - 0.15
        - 0.4
        - 0.45
        V010:
        - 0.1
        - 0.2
        - 0.7
        V011:
        - 0.3
        - 0.4
        - 0.3
        V012:
        - 0.4
        - 0.4
        - 0.2
        V013:
        - 0.4
        - 0.4
        - 0.2
        V014:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V015:
        - 0.5
        - 0.3
        - 0.2
        V016:
        - 0.4
        - 0.4
        - 0.2
        V017:
        - 0.5
        - 0.3
        - 0.2
        V018:
        - 0.4
        - 0.4
        - 0.2
        V019:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V020:
        - 0.5
        - 0.3
        - 0.2
        V021:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V022:
        - 0.65
        - 0.25
        - 0.1
        V023:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V024:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V025:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V026:
        - 0.7
        - 0.25
        - 0.05
        V027:
        - 0.65
        - 0.25
        - 0.1
        V028:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V029:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V030:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V031:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V032:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V033:
        - 0.65
        - 0.3
        - 0.05
        V034:
        - 0.7
        - 0.25
        - 0.05
        V035:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V036:
        - 0.7
        - 0.25
        - 0.05
        P001:
        - 0.05
        - 0.15
        - 0.8
        P002:
        - 0.05
        - 0.15
        - 0.8
        P003:
        - 0.05
        - 0.15
        - 0.8
        P004:
        - 0.05
        - 0.25
        - 0.7
        P005:
        - 0.1
        - 0.3
        - 0.6
        P006:
        - 0.1
        - 0.3
        - 0.6
        P007:
        - 0.1
        - 0.4
        - 0.5
        P008:
        - 0.3
        - 0.5
        - 0.2
        P009:
        - 0.2
        - 0.5
        - 0.3
        P010:
        - 0.5
        - 0.4
        - 0.1
        P011:
        - 0.4
        - 0.4
        - 0.2
        P012:
        - 0.5
        - 0.4
        - 0.1
        P013:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        P014:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        P015:
        - 0.5
        - 0.4
        - 0.1
        P016:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        P017:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        P018:
        - 0.5
        - 0.4
        - 0.1
        P019:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        P020:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        P021:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        P022:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        P023:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        P024:
        - 0.75
        - 0.2
        - 0.05
      o3-mini:
        V001:
        - 0.05
        - 0.25
        - 0.7
        V002:
        - 0.1
        - 0.2
        - 0.7
        V003:
        - 0.1
        - 0.15
        - 0.75
        V004:
        - 0.1
        - 0.25
        - 0.65
        V005:
        - 0.1
        - 0.3
        - 0.6
        V006:
        - 0.1
        - 0.2
        - 0.7
        V007:
        - 0.1
        - 0.25
        - 0.65
        V008:
        - 0.15
        - 0.2
        - 0.65
        V009:
        - 0.1
        - 0.3
        - 0.6
        V010:
        - 0.15
        - 0.25
        - 0.6
        V011:
        - 0.25
        - 0.3
        - 0.45
        V012:
        - 0.25
        - 0.35
        - 0.4
        V013:
        - 0.3
        - 0.4
        - 0.3
        V014:
        - 0.5
        - 0.3
        - 0.2
        V015:
        - 0.3
        - 0.4
        - 0.3
        V016:
        - 0.35
        - 0.4
        - 0.25
        V017:
        - 0.35
        - 0.4
        - 0.25
        V018:
        - 0.3
        - 0.4
        - 0.3
        V019:
        - 0.45
        - 0.35
        - 0.2
        V020:
        - 0.55
        - 0.3
        - 0.15
        V021:
        - 0.55
        - 0.3
        - 0.15
        V022:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V023:
        - 0.45
        - 0.35
        - 0.2
        V024:
        - 0.55
        - 0.35
        - 0.1
        V025:
        - 0.65
        - 0.25
        - 0.1
        V026:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V027:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V028:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V029:
        - 0.65
        - 0.2
        - 0.15
        V030:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        V031:
        - 0.55
        - 0.3
        - 0.15
        V032:
        - 0.65
        - 0.25
        - 0.1
        V033:
        - 0.65
        - 0.25
        - 0.1
        V034:
        - 0.65
        - 0.25
        - 0.1
        V035:
        - 0.75
        - 0.2
        - 0.05
        V036:
        - 0.65
        - 0.25
        - 0.1
        P001:
        - 0.03
        - 0.07
        - 0.9
        P002:
        - 0.05
        - 0.2
        - 0.75
        P003:
        - 0.05
        - 0.15
        - 0.8
        P004:
        - 0.05
        - 0.15
        - 0.8
        P005:
        - 0.05
        - 0.25
        - 0.7
        P006:
        - 0.05
        - 0.2
        - 0.75
        P007:
        - 0.15
        - 0.55
        - 0.3
        P008:
        - 0.2
        - 0.55
        - 0.25
        P009:
        - 0.2
        - 0.65
        - 0.15
        P010:
        - 0.3
        - 0.5
        - 0.2
        P011:
        - 0.3
        - 0.5
        - 0.2
        P012:
        - 0.3
        - 0.5
        - 0.2
        P013:
        - 0.55
        - 0.35
        - 0.1
        P014:
        - 0.35
        - 0.45
        - 0.2
        P015:
        - 0.4
        - 0.5
        - 0.1
        P016:
        - 0.5
        - 0.35
        - 0.15
        P017:
        - 0.5
        - 0.35
        - 0.15
        P018:
        - 0.3
        - 0.5
        - 0.2
        P019:
        - 0.5
        - 0.35
        - 0.15
        P020:
        - 0.6
        - 0.35
        - 0.05
        P021:
        - 0.5
        - 0.35
        - 0.15
        P022:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        P023:
        - 0.45
        - 0.4
        - 0.15
        P024:
        - 0.8
        - 0.15
        - 0.05
      claude-sonnet-4-5:
        V001:
        - 0.15
        - 0.1
        - 0.75
        V002:
        - 0.15
        - 0.1
        - 0.75
        V003:
        - 0.15
        - 0.1
        - 0.75
        V004:
        - 0.15
        - 0.2
        - 0.65
        V005:
        - 0.25
        - 0.15
        - 0.6
        V006:
        - 0.15
        - 0.1
        - 0.75
        V007:
        - 0.25
        - 0.15
        - 0.6
        V008:
        - 0.25
        - 0.15
        - 0.6
        V009:
        - 0.25
        - 0.15
        - 0.6
        V010:
        - 0.25
        - 0.15
        - 0.6
        V011:
        - 0.2
        - 0.15
        - 0.65
        V012:
        - 0.55
        - 0.15
        - 0.3
        V013:
        - 0.35
        - 0.4
        - 0.25
        V014:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V015:
        - 0.5
        - 0.25
        - 0.25
        V016:
        - 0.45
        - 0.25
        - 0.3
        V017:
        - 0.5
        - 0.25
        - 0.25
        V018:
        - 0.45
        - 0.15
        - 0.4
        V019:
        - 0.65
        - 0.15
        - 0.2
        V020:
        - 0.65
        - 0.25
        - 0.1
        V021:
        - 0.7
        - 0.15
        - 0.15
        V022:
        - 0.7
        - 0.15
        - 0.15
        V023:
        - 0.55
        - 0.15
        - 0.3
        V024:
        - 0.6
        - 0.25
        - 0.15
        V025:
        - 0.65
        - 0.15
        - 0.2
        V026:
        - 0.75
        - 0.15
        - 0.1
        V027:
        - 0.7
        - 0.15
        - 0.15
        V028:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V029:
        - 0.65
        - 0.15
        - 0.2
        V030:
        - 0.65
        - 0.25
        - 0.1
        V031:
        - 0.65
        - 0.15
        - 0.2
        V032:
        - 0.65
        - 0.15
        - 0.2
        V033:
        - 0.7
        - 0.15
        - 0.15
        V034:
        - 0.75
        - 0.15
        - 0.1
        V035:
        - 0.75
        - 0.15
        - 0.1
        V036:
        - 0.75
        - 0.05
        - 0.2
        P001:
        - 0.05
        - 0.15
        - 0.8
        P002:
        - 0.05
        - 0.15
        - 0.8
        P003:
        - 0.05
        - 0.15
        - 0.8
        P004:
        - 0.05
        - 0.15
        - 0.8
        P005:
        - 0.1
        - 0.25
        - 0.65
        P006:
        - 0.05
        - 0.25
        - 0.7
        P007:
        - 0.15
        - 0.55
        - 0.3
        P008:
        - 0.15
        - 0.35
        - 0.5
        P009:
        - 0.15
        - 0.6
        - 0.25
        P010:
        - 0.35
        - 0.45
        - 0.2
        P011:
        - 0.25
        - 0.45
        - 0.3
        P012:
        - 0.25
        - 0.55
        - 0.2
        P013:
        - 0.35
        - 0.5
        - 0.15
        P014:
        - 0.25
        - 0.55
        - 0.2
        P015:
        - 0.35
        - 0.5
        - 0.15
        P016:
        - 0.45
        - 0.4
        - 0.15
        P017:
        - 0.35
        - 0.5
        - 0.15
        P018:
        - 0.45
        - 0.4
        - 0.15
        P019:
        - 0.55
        - 0.35
        - 0.1
        P020:
        - 0.55
        - 0.35
        - 0.1
        P021:
        - 0.45
        - 0.45
        - 0.1
        P022:
        - 0.65
        - 0.3
        - 0.05
        P023:
        - 0.55
        - 0.35
        - 0.1
        P024:
        - 0.7
        - 0.25
        - 0.05
      claude-haiku-4-5:
        V001:
        - 0.08
        - 0.12
        - 0.8
        V002:
        - 0.12
        - 0.18
        - 0.7
        V003:
        - 0.08
        - 0.12
        - 0.8
        V004:
        - 0.12
        - 0.18
        - 0.7
        V005:
        - 0.15
        - 0.1
        - 0.75
        V006:
        - 0.1
        - 0.2
        - 0.7
        V007:
        - 0.15
        - 0.25
        - 0.6
        V008:
        - 0.15
        - 0.2
        - 0.65
        V009:
        - 0.15
        - 0.25
        - 0.6
        V010:
        - 0.15
        - 0.25
        - 0.6
        V011:
        - 0.12
        - 0.18
        - 0.7
        V012:
        - 0.35
        - 0.25
        - 0.4
        V013:
        - 0.30000000000000004
        - 0.35000000000000003
        - 0.35000000000000003
        V014:
        - 0.55
        - 0.25
        - 0.2
        V015:
        - 0.35
        - 0.25
        - 0.4
        V016:
        - 0.35
        - 0.15
        - 0.5
        V017:
        - 0.45
        - 0.25
        - 0.3
        V018:
        - 0.3
        - 0.25
        - 0.45
        V019:
        - 0.5
        - 0.25
        - 0.25
        V020:
        - 0.45
        - 0.25
        - 0.3
        V021:
        - 0.55
        - 0.25
        - 0.2
        V022:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V023:
        - 0.45
        - 0.3
        - 0.25
        V024:
        - 0.6
        - 0.25
        - 0.15
        V025:
        - 0.55
        - 0.25
        - 0.2
        V026:
        - 0.65
        - 0.2
        - 0.15
        V027:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V028:
        - 0.65
        - 0.2
        - 0.15
        V029:
        - 0.55
        - 0.25
        - 0.2
        V030:
        - 0.65
        - 0.25
        - 0.1
        V031:
        - 0.6
        - 0.2
        - 0.2
        V032:
        - 0.65
        - 0.2
        - 0.15
        V033:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V034:
        - 0.65
        - 0.2
        - 0.15
        V035:
        - 0.75
        - 0.18
        - 0.07
        V036:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        P001:
        - 0.05
        - 0.5
        - 0.45
        P002:
        - 0.05
        - 0.15
        - 0.8
        P003:
        - 0.05
        - 0.6
        - 0.35
        P004:
        - 0.08
        - 0.15
        - 0.77
        P005:
        - 0.08
        - 0.35
        - 0.57
        P006:
        - 0.08
        - 0.68
        - 0.24
        P007:
        - 0.15
        - 0.35
        - 0.5
        P008:
        - 0.15
        - 0.6
        - 0.25
        P009:
        - 0.25
        - 0.5
        - 0.25
        P010:
        - 0.35
        - 0.5
        - 0.15
        P011:
        - 0.25
        - 0.5
        - 0.25
        P012:
        - 0.25
        - 0.5
        - 0.25
        P013:
        - 0.35
        - 0.5
        - 0.15
        P014:
        - 0.25
        - 0.5
        - 0.25
        P015:
        - 0.35
        - 0.4
        - 0.25
        P016:
        - 0.45
        - 0.4
        - 0.15
        P017:
        - 0.3
        - 0.55
        - 0.15
        P018:
        - 0.4
        - 0.45
        - 0.15
        P019:
        - 0.45
        - 0.4
        - 0.15
        P020:
        - 0.55
        - 0.35
        - 0.1
        P021:
        - 0.55
        - 0.35
        - 0.1
        P022:
        - 0.6
        - 0.35
        - 0.05
        P023:
        - 0.55
        - 0.35
        - 0.1
        P024:
        - 0.75
        - 0.2
        - 0.05
      claude-sonnet-4-5-thinking:
        V001:
        - 0.25
        - 0.15
        - 0.6
        V002:
        - 0.15
        - 0.25
        - 0.6
        V003:
        - 0.25
        - 0.1
        - 0.65
        V004:
        - 0.3
        - 0.15
        - 0.55
        V005:
        - 0.25
        - 0.15
        - 0.6
        V006:
        - 0.25
        - 0.15
        - 0.6
        V007:
        - 0.15
        - 0.25
        - 0.6
        V008:
        - 0.35
        - 0.1
        - 0.55
        V009:
        - 0.4
        - 0.2
        - 0.4
        V010:
        - 0.25
        - 0.2
        - 0.55
        V011:
        - 0.2
        - 0.1
        - 0.7
        V012:
        - 0.55
        - 0.1
        - 0.35
        V013:
        - 0.30000000000000004
        - 0.35000000000000003
        - 0.35000000000000003
        V014:
        - 0.7
        - 0.12
        - 0.18
        V015:
        - 0.55
        - 0.15
        - 0.3
        V016:
        - 0.5
        - 0.15
        - 0.35
        V017:
        - 0.45
        - 0.2
        - 0.35
        V018:
        - 0.42
        - 0.23
        - 0.35
        V019:
        - 0.68
        - 0.05
        - 0.27
        V020:
        - 0.6
        - 0.28
        - 0.12
        V021:
        - 0.65
        - 0.15
        - 0.2
        V022:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V023:
        - 0.55
        - 0.15
        - 0.3
        V024:
        - 0.7
        - 0.1
        - 0.2
        V025:
        - 0.67
        - 0.18
        - 0.15
        V026:
        - 0.75
        - 0.05
        - 0.2
        V027:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        V028:
        - 0.75
        - 0.05
        - 0.2
        V029:
        - 0.75
        - 0.05
        - 0.2
        V030:
        - 0.75
        - 0.05
        - 0.2
        V031:
        - 0.65
        - 0.1
        - 0.25
        V032:
        - 0.75
        - 0.05
        - 0.2
        V033:
        - 0.65
        - 0.08
        - 0.27
        V034:
        - 0.8
        - 0.07
        - 0.13
        V035:
        - 0.75
        - 0.18
        - 0.07
        V036:
        - 0.75
        - 0.05
        - 0.2
        P001:
        - 0.05
        - 0.15
        - 0.8
        P002:
        - 0.05
        - 0.2
        - 0.75
        P003:
        - 0.05
        - 0.15
        - 0.8
        P004:
        - 0.1
        - 0.25
        - 0.65
        P005:
        - 0.1
        - 0.3
        - 0.6
        P006:
        - 0.08
        - 0.22
        - 0.7
        P007:
        - 0.30000000000000004
        - 0.6000000000000001
        - 0.10000000000000002
        P008:
        - 0.15
        - 0.3
        - 0.55
        P009:
        - 0.15
        - 0.6
        - 0.25
        P010:
        - 0.45
        - 0.45
        - 0.1
        P011:
        - 0.25
        - 0.65
        - 0.1
        P012:
        - 0.2
        - 0.6
        - 0.2
        P013:
        - 0.35
        - 0.5
        - 0.15
        P014:
        - 0.2
        - 0.55
        - 0.25
        P015:
        - 0.25
        - 0.6
        - 0.15
        P016:
        - 0.5
        - 0.4
        - 0.1
        P017:
        - 0.35
        - 0.5
        - 0.15
        P018:
        - 0.3
        - 0.5
        - 0.2
        P019:
        - 0.6
        - 0.35
        - 0.05
        P020:
        - 0.55
        - 0.4
        - 0.05
        P021:
        - 0.5
        - 0.4
        - 0.1
        P022:
        - 0.65
        - 0.3
        - 0.05
        P023:
        - 0.65
        - 0.3
        - 0.05
        P024:
        - 0.75
        - 0.2
        - 0.05
    assessment_instruction: neutral
    gate:
      schema_version: '1.0'
      pool_id: venture
      n_items: 60
      n_menus: 140
      design_seed: 42
      thresholds:
        pc1_auc_strong_vs_weak: 0.75
        pc1_spearman_vs_merit: 0.35
        r0_pool: 0.3
        r0_model_pool: 0.2
        eta_gap_max_cross_pool_diff: 0.25
        eta_gap_max_cross_size_diff: 0.25
        max_assessment_parse_failure: 0.05
        r3_dim: 8
        r3_ridge_alpha: 1.0
        lda_dim: 8
        lda_shrinkage: 0.001
        min_items_for_check: 12
        eta_gap_axis: embedding
        provisional: false
        frozen_at: '2026-09-06'
      provisional_thresholds: false
      checks:
        quality_axis:
          n_items: 60
          merit_source: merit_total
          label_counts:
            strong: 16
            ambiguous: 16
            weak: 28
          pc1:
            auc_strong_vs_weak: 0.433
            spearman_vs_merit: -0.1143
            meets_threshold: false
          axis: lda
          status: ok
          passed: true
          lda:
            dim: 8
            loo_auc_strong_vs_weak: 1.0
            loo_spearman_vs_merit: 0.8052
            meets_threshold: true
          note: PC1 did not separate the authored labels; the plan's label-supervised fallback is in use as the
            quality proxy (§6.3 R4)
        eta_gap:
          overall:
            n: 140
            mean: 0.7077
            sd: 0.6143
          by_size:
            '2':
              n: 35
              mean: 0.6569
              sd: 0.6071
            '4':
              n: 35
              mean: 0.692
              sd: 0.6225
            '6':
              n: 35
              mean: 0.7475
              sd: 0.6331
            '8':
              n: 35
              mean: 0.7343
              sd: 0.6169
          by_family_size:
            procurement/2:
              n: 10
              mean: 0.6114
              sd: 0.5896
            procurement/4:
              n: 10
              mean: 0.8994
              sd: 0.7085
            procurement/6:
              n: 10
              mean: 0.94
              sd: 0.6077
            procurement/8:
              n: 10
              mean: 0.8451
              sd: 0.6011
            startup/2:
              n: 25
              mean: 0.6751
              sd: 0.6249
            startup/4:
              n: 25
              mean: 0.609
              sd: 0.5794
            startup/6:
              n: 25
              mean: 0.6706
              sd: 0.6385
            startup/8:
              n: 25
              mean: 0.69
              sd: 0.6297
          by_stratum:
            ambiguous:
              n: 44
              mean: 0.1537
              sd: 0.1061
            strong:
              n: 52
              mean: 1.3683
              sd: 0.4013
            weak:
              n: 44
              mean: 0.481
              sd: 0.3509
          cross_size:
            pairwise_abs_diff:
              2_vs_4: 0.0351
              2_vs_6: 0.0906
              2_vs_8: 0.0774
              4_vs_6: 0.0555
              4_vs_8: 0.0423
              6_vs_8: 0.0132
            worst: 0.0906
            threshold: 0.25
            passed: true
            pairwise_abs_cohens_d:
              2_vs_4: 0.057
              2_vs_6: 0.1461
              2_vs_8: 0.1265
              4_vs_6: 0.0885
              4_vs_8: 0.0683
              6_vs_8: 0.0211
            units: pool-standardized quality-score units; Cohen's d is reported alongside as a diagnostic and is
              not the pass rule
          cross_pool:
            status: evaluated
            pools_compared:
            - hiring
            pairwise_abs_diff:
              hiring: 0.0601
            worst: 0.0601
            threshold: 0.25
            passed: true
          passed: true
          status: ok
        predictive_validity:
          status: ok
          passed: true
          pooled:
            status: ok
            n: 60
            dim: 8
            r2_by_response:
            - 0.8611
            - 0.7852
            r2: 0.8232
          threshold_pool: 0.3
          by_model:
            claude_haiku_4_5:
              status: ok
              n: 60
              dim: 8
              r2_by_response:
              - 0.7873
              - 0.6393
              r2: 0.7133
            claude_sonnet_4_5:
              status: ok
              n: 60
              dim: 8
              r2_by_response:
              - 0.7731
              - 0.6561
              r2: 0.7146
            claude_sonnet_4_5_thinking:
              status: ok
              n: 60
              dim: 8
              r2_by_response:
              - 0.6104
              - 0.437
              r2: 0.5237
            gpt_4o:
              status: ok
              n: 60
              dim: 8
              r2_by_response:
              - 0.8447
              - 0.7971
              r2: 0.8209
            gpt_4o_mini:
              status: ok
              n: 60
              dim: 8
              r2_by_response:
              - 0.8976
              - 0.7404
              r2: 0.819
            o3_mini:
              status: ok
              n: 60
              dim: 8
              r2_by_response:
              - 0.8665
              - 0.6837
              r2: 0.7751
          threshold_model_pool: 0.2
          model_meets_threshold:
            claude_haiku_4_5: true
            claude_sonnet_4_5: true
            claude_sonnet_4_5_thinking: true
            gpt_4o: true
            gpt_4o_mini: true
            o3_mini: true
          by_menu_size:
            '2':
              status: ok
              n: 27
              dim: 8
              r2_by_response:
              - 0.4995
              - 0.3877
              r2: 0.4436
            '4':
              status: ok
              n: 53
              dim: 8
              r2_by_response:
              - 0.8355
              - 0.7726
              r2: 0.804
            '6':
              status: ok
              n: 58
              dim: 8
              r2_by_response:
              - 0.8645
              - 0.7982
              r2: 0.8313
            '8':
              status: ok
              n: 58
              dim: 8
              r2_by_response:
              - 0.8574
              - 0.7826
              r2: 0.82
          note: pooled R^2 blocks; the per-model x pool matrix is the §9.2 differential-mis-measurement diagnostic
            and reports only (§5)
        assessment_parse:
          status: ok
          passed: true
          failure_rate_by_model:
            claude_haiku_4_5: 0.0
            claude_sonnet_4_5: 0.0
            claude_sonnet_4_5_thinking: 0.0
            gpt_4o: 0.0
            gpt_4o_mini: 0.0
            o3_mini: 0.0
          worst: 0.0
          threshold: 0.05
      quality_axis: lda
      diagnostics:
        belief_quality_axis:
          status: ok
          axis: belief
          n_items: 60
          n_models: 6
          auc_strong_vs_weak: 1.0
          spearman_vs_label_ordinal: 0.8965
          meets_threshold: true
          mean_by_label:
            strong: 1.5362
            ambiguous: 0.8984
            weak: 0.5284
          note: diagnostic; does not decide the gate unless eta_gap_axis='belief'
        eta_gap_alternative_axis:
          axis: belief
          overall:
            n: 140
            mean: 0.7215
            sd: 0.6585
          by_size:
            '2':
              n: 35
              mean: 0.7048
              sd: 0.679
            '4':
              n: 35
              mean: 0.698
              sd: 0.6529
            '6':
              n: 35
              mean: 0.7595
              sd: 0.7309
            '8':
              n: 35
              mean: 0.7236
              sd: 0.5907
          worst_cross_size_diff: null
          would_pass: true
          note: diagnostic; not part of the pass/fail decision
      eta_gap_axis: embedding
      failed_checks: []
      passed: true
      status: passed
  hiring:
    consequences:
    - 'Underperforms: falls short of what the role requires'
    - 'Meets expectations: performs at the level the role requires'
    - 'Exceeds expectations: performs well above the level the role requires'
    items:
    - id: H001
      family: candidates
      text: 'Candidate H001 -- logistics coordination; 5-8 years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: documented successful outcomes on a sustained series of comparable prior projects.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: corroborated the claimed contributions in specific detail and were uniformly positive.

        Scope coverage: covers all of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: null
    - id: H002
      family: candidates
      text: 'Candidate H002 -- data platform engineering; 9+ years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: documented successful outcomes on a sustained series of comparable prior projects.

        Structured interview panel: scored the file in the top band of the rubric.

        Reference checks: corroborated the claimed contributions in specific detail and were uniformly positive.

        Scope coverage: covers most of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: null
    - id: H003
      family: candidates
      text: 'Candidate H003 -- data platform engineering; 2-4 years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: documented successful outcomes on a sustained series of comparable prior projects.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: corroborated the claimed contributions in specific detail and were uniformly positive.

        Scope coverage: covers all of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: null
    - id: H004
      family: candidates
      text: 'Candidate H004 -- records management; 5-8 years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: documented successful outcomes on several comparable prior projects.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: corroborated the claimed contributions in specific detail and were uniformly positive.

        Scope coverage: covers all of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: null
    - id: H005
      family: candidates
      text: 'Candidate H005 -- network operations; 9+ years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: documented successful outcomes on a sustained series of comparable prior projects.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers all of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: null
    - id: H006
      family: candidates
      text: 'Candidate H006 -- quality assurance; 2-4 years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: documented successful outcomes on a sustained series of comparable prior projects.

        Structured interview panel: scored the file in the top band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers most of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: null
    - id: H007
      family: candidates
      text: 'Candidate H007 -- records management; 9+ years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: documented successful outcomes on several comparable prior projects.

        Structured interview panel: scored the file in the top band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers all of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: null
    - id: H008
      family: candidates
      text: 'Candidate H008 -- network operations; 2-4 years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: documented successful outcomes on a sustained series of comparable prior projects.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers all of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: null
    - id: H009
      family: candidates
      text: 'Candidate H009 -- quality assurance; 5-8 years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: documented successful outcomes on several comparable prior projects.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers all of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: null
    - id: H010
      family: candidates
      text: 'Candidate H010 -- logistics coordination; 9+ years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: documented successful outcomes on several comparable prior projects.

        Structured interview panel: scored the file in the top band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers most of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: null
    - id: H011
      family: candidates
      text: 'Candidate H011 -- data platform engineering; 5-8 years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: documented successful outcomes on a sustained series of comparable prior projects.

        Structured interview panel: scored the file in the top band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers most of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the reference evidence as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: H012
      family: candidates
      text: 'Candidate H012 -- logistics coordination; 2-4 years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: no documented outcomes from comparable prior work.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers all of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the delivery record as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: H013
      family: candidates
      text: 'Candidate H013 -- network operations; 5-8 years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the top band of the rubric.

        Reference checks: corroborated the claimed contributions in specific detail and were uniformly positive.

        Scope coverage: covers most of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the work sample as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: H014
      family: candidates
      text: 'Candidate H014 -- quality assurance; 9+ years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: documented successful outcomes on a sustained series of comparable prior projects.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: corroborated the claimed contributions in specific detail and were uniformly positive.

        Scope coverage: covers few of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the panel score as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: H015
      family: candidates
      text: 'Candidate H015 -- data platform engineering; 9+ years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers all of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the work sample as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: H016
      family: candidates
      text: 'Candidate H016 -- records management; 2-4 years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: no documented outcomes from comparable prior work.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: corroborated the claimed contributions in specific detail and were uniformly positive.

        Scope coverage: covers most of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the delivery record as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: H017
      family: candidates
      text: 'Candidate H017 -- quality assurance; 2-4 years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: corroborated the claimed contributions in specific detail and were uniformly positive.

        Scope coverage: covers some of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the panel score as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: H018
      family: candidates
      text: 'Candidate H018 -- logistics coordination; 5-8 years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: documented successful outcomes on several comparable prior projects.

        Structured interview panel: scored the file in the lower-middle band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers most of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the reference evidence as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: H019
      family: candidates
      text: 'Candidate H019 -- records management; 5-8 years of experience in this function.


        Work sample: met the basic requirements but showed several correctness and clarity problems.

        Prior delivery record: no documented outcomes from comparable prior work.

        Structured interview panel: scored the file in the lower-middle band of the rubric.

        Reference checks: corroborated the claimed contributions in specific detail and were uniformly positive.

        Scope coverage: covers some of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the delivery record as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: null
    - id: H020
      family: candidates
      text: 'Candidate H020 -- network operations; 9+ years of experience in this function.


        Work sample: met the basic requirements but showed several correctness and clarity problems.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the lower-middle band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers some of the capabilities the role scope requires.'
      quality_label: ambiguous
      matched_key: null
    - id: H021
      family: candidates
      text: 'Candidate H021 -- quality assurance; 5-8 years of experience in this function.


        Work sample: met the basic requirements but showed several correctness and clarity problems.

        Prior delivery record: no documented outcomes from comparable prior work.

        Structured interview panel: scored the file in the lower-middle band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers most of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the delivery record as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: H022
      family: candidates
      text: 'Candidate H022 -- logistics coordination; 9+ years of experience in this function.


        Work sample: met the basic requirements but showed several correctness and clarity problems.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the scope gap as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: H023
      family: candidates
      text: 'Candidate H023 -- data platform engineering; 2-4 years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the lower-middle band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers some of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the reference evidence as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: H024
      family: candidates
      text: 'Candidate H024 -- quality assurance; 9+ years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: no documented outcomes from comparable prior work.

        Structured interview panel: scored the file in the lower-middle band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers most of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the work sample as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: H025
      family: candidates
      text: 'Candidate H025 -- logistics coordination; 2-4 years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers some of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the work sample as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: H026
      family: candidates
      text: 'Candidate H026 -- data platform engineering; 5-8 years of experience in this function.


        Work sample: met the basic requirements but showed several correctness and clarity problems.

        Prior delivery record: no documented outcomes from comparable prior work.

        Structured interview panel: scored the file in the lower-middle band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers few of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the delivery record as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: H027
      family: candidates
      text: 'Candidate H027 -- records management; 9+ years of experience in this function.


        Work sample: met the basic requirements but showed several correctness and clarity problems.

        Prior delivery record: documented successful outcomes on several comparable prior projects.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the panel score as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: H028
      family: candidates
      text: 'Candidate H028 -- network operations; 2-4 years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the panel score as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: H029
      family: candidates
      text: 'Candidate H029 -- quality assurance; 2-4 years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: no documented outcomes from comparable prior work.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers some of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the work sample as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: H030
      family: candidates
      text: 'Candidate H030 -- logistics coordination; 5-8 years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers some of the capabilities the role scope requires.'
      quality_label: weak
      matched_key: null
    - id: H031
      family: candidates
      text: 'Candidate H031 -- data platform engineering; 9+ years of experience in this function.


        Work sample: met the basic requirements but showed several correctness and clarity problems.

        Prior delivery record: no documented outcomes from comparable prior work.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers most of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the delivery record as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: H032
      family: candidates
      text: 'Candidate H032 -- records management; 2-4 years of experience in this function.


        Work sample: met the basic requirements but showed several correctness and clarity problems.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers some of the capabilities the role scope requires.'
      quality_label: weak
      matched_key: null
    - id: H033
      family: candidates
      text: 'Candidate H033 -- network operations; 5-8 years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers few of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the panel score as the weakest part of the file.'
      quality_label: weak
      matched_key: null
    - id: H034
      family: candidates
      text: 'Candidate H034 -- records management; 5-8 years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: no documented outcomes from comparable prior work.

        Structured interview panel: scored the file in the lower-middle band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers some of the capabilities the role scope requires.'
      quality_label: weak
      matched_key: null
    - id: H035
      family: candidates
      text: 'Candidate H035 -- network operations; 9+ years of experience in this function.


        Work sample: met the basic requirements but showed several correctness and clarity problems.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers few of the capabilities the role scope requires.'
      quality_label: weak
      matched_key: null
    - id: H036
      family: candidates
      text: 'Candidate H036 -- data platform engineering; 2-4 years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: no documented outcomes from comparable prior work.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers some of the capabilities the role scope requires.'
      quality_label: weak
      matched_key: null
    - id: H101
      family: matched
      text: 'Candidate H101 -- quality assurance; 9+ years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: documented successful outcomes on a sustained series of comparable prior projects.

        Structured interview panel: scored the file in the top band of the rubric.

        Reference checks: corroborated the claimed contributions in specific detail and were uniformly positive.

        Scope coverage: covers all of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: MK01
    - id: H102
      family: matched
      text: 'Candidate H102 -- network operations; 5-8 years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: documented successful outcomes on a sustained series of comparable prior projects.

        Structured interview panel: scored the file in the top band of the rubric.

        Reference checks: corroborated the claimed contributions in specific detail and were uniformly positive.

        Scope coverage: covers all of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: MK02
    - id: H103
      family: matched
      text: 'Candidate H103 -- data platform engineering; 9+ years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: documented successful outcomes on several comparable prior projects.

        Structured interview panel: scored the file in the top band of the rubric.

        Reference checks: corroborated the claimed contributions in specific detail and were uniformly positive.

        Scope coverage: covers all of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: MK03
    - id: H104
      family: matched
      text: 'Candidate H104 -- records management; 2-4 years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: documented successful outcomes on several comparable prior projects.

        Structured interview panel: scored the file in the top band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers all of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: MK04
    - id: H105
      family: matched
      text: 'Candidate H105 -- quality assurance; 2-4 years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: documented successful outcomes on several comparable prior projects.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: corroborated the claimed contributions in specific detail and were uniformly positive.

        Scope coverage: covers all of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: MK05
    - id: H106
      family: matched
      text: 'Candidate H106 -- logistics coordination; 5-8 years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: documented successful outcomes on a sustained series of comparable prior projects.

        Structured interview panel: scored the file in the top band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers most of the capabilities the role scope requires.'
      quality_label: strong
      matched_key: MK06
    - id: H107
      family: matched
      text: 'Candidate H107 -- network operations; 9+ years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: documented successful outcomes on a sustained series of comparable prior projects.

        Structured interview panel: scored the file in the top band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers few of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the scope gap as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: MK07
    - id: H108
      family: matched
      text: 'Candidate H108 -- records management; 5-8 years of experience in this function.


        Work sample: met the basic requirements but showed several correctness and clarity problems.

        Prior delivery record: documented successful outcomes on a sustained series of comparable prior projects.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers all of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the work sample as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: MK08
    - id: H109
      family: matched
      text: 'Candidate H109 -- logistics coordination; 9+ years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers some of the capabilities the role scope requires.'
      quality_label: ambiguous
      matched_key: MK09
    - id: H110
      family: matched
      text: 'Candidate H110 -- data platform engineering; 2-4 years of experience in this function.


        Work sample: met all requirements and handled edge cases unusually thoroughly.

        Prior delivery record: documented successful outcomes on a sustained series of comparable prior projects.

        Structured interview panel: scored the file in the lower-middle band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the scope gap as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: MK10
    - id: H111
      family: matched
      text: 'Candidate H111 -- quality assurance; 5-8 years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: documented successful outcomes on several comparable prior projects.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: corroborated the claimed contributions.

        Scope coverage: covers some of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the work sample as the weakest part of the file.'
      quality_label: ambiguous
      matched_key: MK11
    - id: H112
      family: matched
      text: 'Candidate H112 -- network operations; 2-4 years of experience in this function.


        Work sample: met the basic requirements but showed several correctness and clarity problems.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the lower-middle band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers most of the capabilities the role scope requires.'
      quality_label: ambiguous
      matched_key: MK12
    - id: H113
      family: matched
      text: 'Candidate H113 -- logistics coordination; 2-4 years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the lower-middle band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers most of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the work sample as the weakest part of the file.'
      quality_label: weak
      matched_key: MK13
    - id: H114
      family: matched
      text: 'Candidate H114 -- data platform engineering; 5-8 years of experience in this function.


        Work sample: met the basic requirements but showed several correctness and clarity problems.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the lower-middle band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers most of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the reference evidence as the weakest part of the file.'
      quality_label: weak
      matched_key: MK14
    - id: H115
      family: matched
      text: 'Candidate H115 -- records management; 9+ years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the lower-middle band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the scope gap as the weakest part of the file.'
      quality_label: weak
      matched_key: MK15
    - id: H116
      family: matched
      text: 'Candidate H116 -- records management; 2-4 years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: no documented outcomes from comparable prior work.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers some of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the work sample as the weakest part of the file.'
      quality_label: weak
      matched_key: MK16
    - id: H117
      family: matched
      text: 'Candidate H117 -- network operations; 5-8 years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: documented successful outcomes on several comparable prior projects.

        Structured interview panel: scored the file in the lower-middle band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the work sample as the weakest part of the file.'
      quality_label: weak
      matched_key: MK17
    - id: H118
      family: matched
      text: 'Candidate H118 -- quality assurance; 9+ years of experience in this function.


        Work sample: met the basic requirements but showed several correctness and clarity problems.

        Prior delivery record: documented successful outcomes on several comparable prior projects.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers some of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the panel score as the weakest part of the file.'
      quality_label: weak
      matched_key: MK18
    - id: H119
      family: matched
      text: 'Candidate H119 -- quality assurance; 2-4 years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the upper-middle band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers few of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the work sample as the weakest part of the file.'
      quality_label: weak
      matched_key: MK19
    - id: H120
      family: matched
      text: 'Candidate H120 -- logistics coordination; 5-8 years of experience in this function.


        Work sample: met the basic requirements but showed several correctness and clarity problems.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the role scope requires.'
      quality_label: weak
      matched_key: MK20
    - id: H121
      family: matched
      text: 'Candidate H121 -- data platform engineering; 9+ years of experience in this function.


        Work sample: met all requirements and was clearly organised, with minor gaps.

        Prior delivery record: no documented outcomes from comparable prior work.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the delivery record as the weakest part of the file.'
      quality_label: weak
      matched_key: MK21
    - id: H122
      family: matched
      text: 'Candidate H122 -- records management; 5-8 years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: documented outcomes on one comparable prior project, with mixed results.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: returned brief, non-specific responses.

        Scope coverage: covers few of the capabilities the role scope requires.'
      quality_label: weak
      matched_key: MK22
    - id: H123
      family: matched
      text: 'Candidate H123 -- network operations; 9+ years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: documented successful outcomes on several comparable prior projects.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers few of the capabilities the role scope requires.

        Noted reservation: reviewers flagged the work sample as the weakest part of the file.'
      quality_label: weak
      matched_key: MK23
    - id: H124
      family: matched
      text: 'Candidate H124 -- data platform engineering; 2-4 years of experience in this function.


        Work sample: incomplete; did not meet the stated requirements.

        Prior delivery record: no documented outcomes from comparable prior work.

        Structured interview panel: scored the file in the bottom band of the rubric.

        Reference checks: could not be completed.

        Scope coverage: covers few of the capabilities the role scope requires.'
      quality_label: weak
      matched_key: MK24
    menus:
    - id: HIR0018
      family: candidates
      item_ids:
      - H012
      - H015
      menu_size: 2
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - H012
        - H015
      - presentation_id: 2
        order:
        - H015
        - H012
    - id: HIR0032
      family: candidates
      item_ids:
      - H009
      - H011
      - H032
      - H024
      menu_size: 4
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H009
        - H011
        - H032
        - H024
      - presentation_id: 2
        order:
        - H024
        - H032
        - H011
        - H009
    - id: HIR0003
      family: candidates
      item_ids:
      - H019
      - H002
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H019
        - H002
      - presentation_id: 2
        order:
        - H002
        - H019
    - id: HIR0001
      family: candidates
      item_ids:
      - H002
      - H011
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H002
        - H011
      - presentation_id: 2
        order:
        - H011
        - H002
    - id: HIR0070
      family: candidates
      item_ids:
      - H013
      - H036
      - H029
      - H016
      - H021
      - H033
      menu_size: 6
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - H013
        - H036
        - H029
        - H016
        - H021
        - H033
      - presentation_id: 2
        order:
        - H033
        - H021
        - H016
        - H029
        - H036
        - H013
    - id: HIR0093
      family: candidates
      item_ids:
      - H032
      - H026
      - H033
      - H031
      - H021
      - H018
      - H012
      - H030
      menu_size: 8
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - H032
        - H026
        - H033
        - H031
        - H021
        - H018
        - H012
        - H030
      - presentation_id: 2
        order:
        - H030
        - H012
        - H018
        - H021
        - H031
        - H033
        - H026
        - H032
    - id: HIR0126
      family: matched
      item_ids:
      - H115
      - H123
      - H114
      - H102
      - H119
      - H101
      menu_size: 6
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - H115
        - H123
        - H114
        - H102
        - H119
        - H101
      - presentation_id: 2
        order:
        - H101
        - H119
        - H102
        - H114
        - H123
        - H115
    - id: HIR0033
      family: candidates
      item_ids:
      - H034
      - H015
      - H002
      - H023
      menu_size: 4
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H034
        - H015
        - H002
        - H023
      - presentation_id: 2
        order:
        - H023
        - H002
        - H015
        - H034
    - id: HIR0107
      family: matched
      item_ids:
      - H104
      - H106
      menu_size: 2
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - H104
        - H106
      - presentation_id: 2
        order:
        - H106
        - H104
    - id: HIR0119
      family: matched
      item_ids:
      - H109
      - H112
      - H113
      - H117
      menu_size: 4
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - H109
        - H112
        - H113
        - H117
      - presentation_id: 2
        order:
        - H117
        - H113
        - H112
        - H109
    - id: HIR0041
      family: candidates
      item_ids:
      - H022
      - H003
      - H025
      - H001
      menu_size: 4
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - H022
        - H003
        - H025
        - H001
      - presentation_id: 2
        order:
        - H001
        - H025
        - H003
        - H022
    - id: HIR0136
      family: matched
      item_ids:
      - H101
      - H114
      - H118
      - H104
      - H121
      - H122
      - H116
      - H123
      menu_size: 8
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - H101
        - H114
        - H118
        - H104
        - H121
        - H122
        - H116
        - H123
      - presentation_id: 2
        order:
        - H123
        - H116
        - H122
        - H121
        - H104
        - H118
        - H114
        - H101
    - id: HIR0117
      family: matched
      item_ids:
      - H120
      - H104
      - H122
      - H102
      menu_size: 4
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - H120
        - H104
        - H122
        - H102
      - presentation_id: 2
        order:
        - H102
        - H122
        - H104
        - H120
    - id: HIR0077
      family: candidates
      item_ids:
      - H023
      - H033
      - H030
      - H028
      - H018
      - H005
      - H026
      - H025
      menu_size: 8
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H023
        - H033
        - H030
        - H028
        - H018
        - H005
        - H026
        - H025
      - presentation_id: 2
        order:
        - H025
        - H026
        - H005
        - H018
        - H028
        - H030
        - H033
        - H023
    - id: HIR0105
      family: matched
      item_ids:
      - H102
      - H104
      menu_size: 2
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - H102
        - H104
      - presentation_id: 2
        order:
        - H104
        - H102
    - id: HIR0016
      family: candidates
      item_ids:
      - H006
      - H010
      menu_size: 2
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - H006
        - H010
      - presentation_id: 2
        order:
        - H010
        - H006
    - id: HIR0048
      family: candidates
      item_ids:
      - H026
      - H012
      - H015
      - H028
      menu_size: 4
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - H026
        - H012
        - H015
        - H028
      - presentation_id: 2
        order:
        - H028
        - H015
        - H012
        - H026
    - id: HIR0122
      family: matched
      item_ids:
      - H122
      - H113
      - H102
      - H121
      - H110
      - H119
      menu_size: 6
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H122
        - H113
        - H102
        - H121
        - H110
        - H119
      - presentation_id: 2
        order:
        - H119
        - H110
        - H121
        - H102
        - H113
        - H122
    - id: HIR0091
      family: candidates
      item_ids:
      - H004
      - H032
      - H022
      - H027
      - H024
      - H035
      - H002
      - H026
      menu_size: 8
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - H004
        - H032
        - H022
        - H027
        - H024
        - H035
        - H002
        - H026
      - presentation_id: 2
        order:
        - H026
        - H002
        - H035
        - H024
        - H027
        - H022
        - H032
        - H004
    - id: HIR0103
      family: matched
      item_ids:
      - H104
      - H109
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H104
        - H109
      - presentation_id: 2
        order:
        - H109
        - H104
    - id: HIR0104
      family: matched
      item_ids:
      - H109
      - H103
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H109
        - H103
      - presentation_id: 2
        order:
        - H103
        - H109
    - id: HIR0012
      family: candidates
      item_ids:
      - H008
      - H002
      menu_size: 2
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - H008
        - H002
      - presentation_id: 2
        order:
        - H002
        - H008
    - id: HIR0108
      family: matched
      item_ids:
      - H110
      - H107
      menu_size: 2
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - H110
        - H107
      - presentation_id: 2
        order:
        - H107
        - H110
    - id: HIR0020
      family: candidates
      item_ids:
      - H016
      - H018
      menu_size: 2
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - H016
        - H018
      - presentation_id: 2
        order:
        - H018
        - H016
    - id: HIR0051
      family: candidates
      item_ids:
      - H034
      - H014
      - H031
      - H030
      - H022
      - H005
      menu_size: 6
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H034
        - H014
        - H031
        - H030
        - H022
        - H005
      - presentation_id: 2
        order:
        - H005
        - H022
        - H030
        - H031
        - H014
        - H034
    - id: HIR0002
      family: candidates
      item_ids:
      - H014
      - H004
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H014
        - H004
      - presentation_id: 2
        order:
        - H004
        - H014
    - id: HIR0086
      family: candidates
      item_ids:
      - H008
      - H023
      - H026
      - H034
      - H032
      - H029
      - H002
      - H036
      menu_size: 8
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - H008
        - H023
        - H026
        - H034
        - H032
        - H029
        - H002
        - H036
      - presentation_id: 2
        order:
        - H036
        - H002
        - H029
        - H032
        - H034
        - H026
        - H023
        - H008
    - id: HIR0131
      family: matched
      item_ids:
      - H123
      - H108
      - H113
      - H117
      - H118
      - H101
      - H119
      - H120
      menu_size: 8
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H123
        - H108
        - H113
        - H117
        - H118
        - H101
        - H119
        - H120
      - presentation_id: 2
        order:
        - H120
        - H119
        - H101
        - H118
        - H117
        - H113
        - H108
        - H123
    - id: HIR0025
      family: candidates
      item_ids:
      - H019
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    - id: HIR0087
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        - H007
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        - H005
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      - H106
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        - H004
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    - id: HIR0054
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    - id: HIR0095
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    - id: HIR0017
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      - H001
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      menu_size: 2
      difficulty_stratum: ambiguous
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    - id: HIR0134
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      - H119
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      - H102
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    - id: HIR0133
      family: matched
      item_ids:
      - H105
      - H114
      - H115
      - H124
      - H119
      - H122
      - H109
      - H121
      menu_size: 8
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H105
        - H114
        - H115
        - H124
        - H119
        - H122
        - H109
        - H121
      - presentation_id: 2
        order:
        - H121
        - H109
        - H122
        - H119
        - H124
        - H115
        - H114
        - H105
    - id: HIR0023
      family: candidates
      item_ids:
      - H014
      - H019
      menu_size: 2
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - H014
        - H019
      - presentation_id: 2
        order:
        - H019
        - H014
    - id: HIR0005
      family: candidates
      item_ids:
      - H012
      - H001
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H012
        - H001
      - presentation_id: 2
        order:
        - H001
        - H012
    - id: HIR0083
      family: candidates
      item_ids:
      - H020
      - H035
      - H001
      - H023
      - H025
      - H031
      - H022
      - H024
      menu_size: 8
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H020
        - H035
        - H001
        - H023
        - H025
        - H031
        - H022
        - H024
      - presentation_id: 2
        order:
        - H024
        - H022
        - H031
        - H025
        - H023
        - H001
        - H035
        - H020
    - id: HIR0061
      family: candidates
      item_ids:
      - H036
      - H001
      - H021
      - H034
      - H006
      - H032
      menu_size: 6
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - H036
        - H001
        - H021
        - H034
        - H006
        - H032
      - presentation_id: 2
        order:
        - H032
        - H006
        - H034
        - H021
        - H001
        - H036
    - id: HIR0092
      family: candidates
      item_ids:
      - H005
      - H027
      - H024
      - H028
      - H023
      - H002
      - H021
      - H030
      menu_size: 8
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - H005
        - H027
        - H024
        - H028
        - H023
        - H002
        - H021
        - H030
      - presentation_id: 2
        order:
        - H030
        - H021
        - H002
        - H023
        - H028
        - H024
        - H027
        - H005
    - id: HIR0004
      family: candidates
      item_ids:
      - H017
      - H010
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H017
        - H010
      - presentation_id: 2
        order:
        - H010
        - H017
    - id: HIR0138
      family: matched
      item_ids:
      - H120
      - H110
      - H119
      - H113
      - H122
      - H123
      - H107
      - H117
      menu_size: 8
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - H120
        - H110
        - H119
        - H113
        - H122
        - H123
        - H107
        - H117
      - presentation_id: 2
        order:
        - H117
        - H107
        - H123
        - H122
        - H113
        - H119
        - H110
        - H120
    - id: HIR0007
      family: candidates
      item_ids:
      - H009
      - H014
      menu_size: 2
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H009
        - H014
      - presentation_id: 2
        order:
        - H014
        - H009
    - id: HIR0029
      family: candidates
      item_ids:
      - H010
      - H024
      - H032
      - H017
      menu_size: 4
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H010
        - H024
        - H032
        - H017
      - presentation_id: 2
        order:
        - H017
        - H032
        - H024
        - H010
    - id: HIR0045
      family: candidates
      item_ids:
      - H013
      - H028
      - H011
      - H022
      menu_size: 4
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - H013
        - H028
        - H011
        - H022
      - presentation_id: 2
        order:
        - H022
        - H011
        - H028
        - H013
    - id: HIR0065
      family: candidates
      item_ids:
      - H004
      - H008
      - H036
      - H025
      - H022
      - H031
      menu_size: 6
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - H004
        - H008
        - H036
        - H025
        - H022
        - H031
      - presentation_id: 2
        order:
        - H031
        - H022
        - H025
        - H036
        - H008
        - H004
    - id: HIR0034
      family: candidates
      item_ids:
      - H013
      - H009
      - H035
      - H024
      menu_size: 4
      difficulty_stratum: strong
      presentations:
      - presentation_id: 1
        order:
        - H013
        - H009
        - H035
        - H024
      - presentation_id: 2
        order:
        - H024
        - H035
        - H009
        - H013
    - id: HIR0038
      family: candidates
      item_ids:
      - H009
      - H026
      - H003
      - H025
      menu_size: 4
      difficulty_stratum: ambiguous
      presentations:
      - presentation_id: 1
        order:
        - H009
        - H026
        - H003
        - H025
      - presentation_id: 2
        order:
        - H025
        - H003
        - H026
        - H009
    - id: HIR0071
      family: candidates
      item_ids:
      - H030
      - H035
      - H024
      - H018
      - H019
      - H031
      menu_size: 6
      difficulty_stratum: weak
      presentations:
      - presentation_id: 1
        order:
        - H030
        - H035
        - H024
        - H018
        - H019
        - H031
      - presentation_id: 2
        order:
        - H031
        - H019
        - H018
        - H024
        - H035
        - H030
    probabilities:
      gpt-4o:
        H001:
        - 0.1
        - 0.5
        - 0.4
        H002:
        - 0.05
        - 0.35
        - 0.6
        H003:
        - 0.1
        - 0.6
        - 0.3
        H004:
        - 0.1
        - 0.5
        - 0.4
        H005:
        - 0.1
        - 0.5
        - 0.4
        H006:
        - 0.1
        - 0.5
        - 0.4
        H007:
        - 0.05
        - 0.55
        - 0.4
        H008:
        - 0.1
        - 0.6
        - 0.3
        H009:
        - 0.1
        - 0.6
        - 0.3
        H010:
        - 0.1
        - 0.4
        - 0.5
        H011:
        - 0.1
        - 0.5
        - 0.4
        H012: &id009
        - 0.2
        - 0.5
        - 0.3
        H013:
        - 0.3
        - 0.5
        - 0.2
        H014:
        - 0.3
        - 0.5
        - 0.2
        H015: &id010
        - 0.35
        - 0.5
        - 0.15
        H016:
        - 0.3
        - 0.5
        - 0.2
        H017:
        - 0.5
        - 0.4
        - 0.1
        H018:
        - 0.3
        - 0.5
        - 0.2
        H019:
        - 0.5
        - 0.4
        - 0.1
        H020:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H021:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H022:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H023:
        - 0.5
        - 0.4
        - 0.1
        H024:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H025:
        - 0.5
        - 0.4
        - 0.1
        H026:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H027:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H028:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H029:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H030:
        - 0.7
        - 0.25
        - 0.05
        H031:
        - 0.7
        - 0.25
        - 0.05
        H032:
        - 0.7
        - 0.25
        - 0.05
        H033:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H034:
        - 0.7
        - 0.25
        - 0.05
        H035:
        - 0.7
        - 0.25
        - 0.05
        H036:
        - 0.7
        - 0.25
        - 0.05
        H101: &id016
        - 0.05
        - 0.35
        - 0.6
        H102: &id014
        - 0.05
        - 0.45
        - 0.5
        H103:
        - 0.05
        - 0.45
        - 0.5
        H104:
        - 0.05
        - 0.45
        - 0.5
        H105:
        - 0.1
        - 0.6
        - 0.3
        H106:
        - 0.1
        - 0.6
        - 0.3
        H107:
        - 0.2
        - 0.6
        - 0.2
        H108:
        - 0.3
        - 0.5
        - 0.2
        H109:
        - 0.3
        - 0.5
        - 0.2
        H110:
        - 0.5
        - 0.3
        - 0.2
        H111:
        - 0.3
        - 0.5
        - 0.2
        H112:
        - 0.5
        - 0.4
        - 0.1
        H113:
        - 0.5
        - 0.4
        - 0.1
        H114: &id013
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H115: &id011
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H116:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H117:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H118:
        - 0.5
        - 0.4
        - 0.1
        H119: &id015
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H120:
        - 0.7
        - 0.25
        - 0.05
        H121:
        - 0.7
        - 0.25
        - 0.05
        H122:
        - 0.7
        - 0.25
        - 0.05
        H123: &id012
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H124:
        - 0.8
        - 0.15
        - 0.05
      gpt-4o-mini:
        H001:
        - 0.1
        - 0.6
        - 0.3
        H002:
        - 0.05
        - 0.3
        - 0.65
        H003:
        - 0.15
        - 0.65
        - 0.2
        H004:
        - 0.1
        - 0.6
        - 0.3
        H005:
        - 0.1
        - 0.6
        - 0.3
        H006:
        - 0.1
        - 0.6
        - 0.3
        H007:
        - 0.1
        - 0.7
        - 0.2
        H008:
        - 0.15
        - 0.7
        - 0.15
        H009:
        - 0.1
        - 0.7
        - 0.2
        H010:
        - 0.1
        - 0.6
        - 0.3
        H011:
        - 0.2
        - 0.6
        - 0.2
        H012:
        - 0.25
        - 0.6
        - 0.15
        H013:
        - 0.25
        - 0.6
        - 0.15
        H014:
        - 0.4
        - 0.4
        - 0.2
        H015:
        - 0.4
        - 0.4
        - 0.2
        H016:
        - 0.5
        - 0.4
        - 0.1
        H017:
        - 0.4
        - 0.5
        - 0.1
        H018:
        - 0.25
        - 0.55
        - 0.2
        H019:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H020:
        - 0.5
        - 0.4
        - 0.1
        H021:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H022:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H023:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H024:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H025:
        - 0.5
        - 0.4
        - 0.1
        H026:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H027:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H028:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H029:
        - 0.5
        - 0.4
        - 0.1
        H030:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        H031:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        H032:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        H033:
        - 0.5
        - 0.4
        - 0.1
        H034:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        H035:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        H036:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        H101:
        - 0.05
        - 0.3
        - 0.65
        H102:
        - 0.1
        - 0.6
        - 0.3
        H103:
        - 0.1
        - 0.6
        - 0.3
        H104:
        - 0.1
        - 0.6
        - 0.3
        H105:
        - 0.15
        - 0.65
        - 0.2
        H106:
        - 0.1
        - 0.7
        - 0.2
        H107:
        - 0.2
        - 0.6
        - 0.2
        H108:
        - 0.3
        - 0.5
        - 0.2
        H109:
        - 0.25
        - 0.55
        - 0.2
        H110:
        - 0.4
        - 0.5
        - 0.1
        H111:
        - 0.4
        - 0.5
        - 0.1
        H112:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H113:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H114:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H115:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H116:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H117:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H118:
        - 0.5
        - 0.4
        - 0.1
        H119:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H120:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        H121:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        H122:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
        H123:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H124:
        - 0.7000000000000001
        - 0.20000000000000004
        - 0.10000000000000002
      o3-mini:
        H001:
        - 0.05
        - 0.3
        - 0.65
        H002:
        - 0.05
        - 0.3
        - 0.65
        H003:
        - 0.1
        - 0.75
        - 0.15
        H004:
        - 0.1
        - 0.45
        - 0.45
        H005:
        - 0.1
        - 0.5
        - 0.4
        H006:
        - 0.05
        - 0.4
        - 0.55
        H007:
        - 0.1
        - 0.65
        - 0.25
        H008:
        - 0.1
        - 0.75
        - 0.15
        H009:
        - 0.1
        - 0.4
        - 0.5
        H010:
        - 0.05
        - 0.25
        - 0.7
        H011:
        - 0.1
        - 0.6
        - 0.3
        H012:
        - 0.2
        - 0.6
        - 0.2
        H013:
        - 0.25
        - 0.6
        - 0.15
        H014:
        - 0.35
        - 0.55
        - 0.1
        H015:
        - 0.2
        - 0.55
        - 0.25
        H016:
        - 0.35
        - 0.5
        - 0.15
        H017:
        - 0.35
        - 0.55
        - 0.1
        H018:
        - 0.3
        - 0.55
        - 0.15
        H019:
        - 0.45
        - 0.45
        - 0.1
        H020:
        - 0.5
        - 0.4
        - 0.1
        H021:
        - 0.5
        - 0.35
        - 0.15
        H022:
        - 0.35
        - 0.5
        - 0.15
        H023:
        - 0.45
        - 0.45
        - 0.1
        H024:
        - 0.5
        - 0.4
        - 0.1
        H025:
        - 0.45
        - 0.4
        - 0.15
        H026:
        - 0.55
        - 0.35
        - 0.1
        H027:
        - 0.55
        - 0.35
        - 0.1
        H028:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H029:
        - 0.35
        - 0.5
        - 0.15
        H030:
        - 0.8
        - 0.15
        - 0.05
        H031:
        - 0.65
        - 0.3
        - 0.05
        H032:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H033:
        - 0.65
        - 0.3
        - 0.05
        H034:
        - 0.65
        - 0.3
        - 0.05
        H035:
        - 0.7
        - 0.25
        - 0.05
        H036:
        - 0.8
        - 0.2
        - 0.0
        H101:
        - 0.05
        - 0.1
        - 0.85
        H102:
        - 0.05
        - 0.7
        - 0.25
        H103:
        - 0.05
        - 0.5
        - 0.45
        H104:
        - 0.05
        - 0.2
        - 0.75
        H105:
        - 0.1
        - 0.6
        - 0.3
        H106:
        - 0.1
        - 0.6
        - 0.3
        H107:
        - 0.1
        - 0.6
        - 0.3
        H108:
        - 0.3
        - 0.5
        - 0.2
        H109:
        - 0.15
        - 0.65
        - 0.2
        H110:
        - 0.35
        - 0.55
        - 0.1
        H111:
        - 0.2
        - 0.65
        - 0.15
        H112:
        - 0.3
        - 0.5
        - 0.2
        H113:
        - 0.35
        - 0.5
        - 0.15
        H114:
        - 0.4
        - 0.5
        - 0.1
        H115:
        - 0.35
        - 0.55
        - 0.1
        H116:
        - 0.5
        - 0.4
        - 0.1
        H117:
        - 0.4
        - 0.45
        - 0.15
        H118:
        - 0.5
        - 0.3
        - 0.2
        H119:
        - 0.45
        - 0.4
        - 0.15
        H120:
        - 0.7
        - 0.25
        - 0.05
        H121:
        - 0.65
        - 0.3
        - 0.05
        H122:
        - 0.75
        - 0.2
        - 0.05
        H123:
        - 0.55
        - 0.35
        - 0.1
        H124:
        - 0.85
        - 0.1
        - 0.05
      claude-sonnet-4-5:
        H001:
        - 0.05
        - 0.55
        - 0.4
        H002:
        - 0.05
        - 0.35
        - 0.6
        H003:
        - 0.15
        - 0.65
        - 0.2
        H004:
        - 0.05
        - 0.5
        - 0.45
        H005:
        - 0.05
        - 0.55
        - 0.4
        H006:
        - 0.05
        - 0.45
        - 0.5
        H007:
        - 0.1
        - 0.6
        - 0.3
        H008:
        - 0.15
        - 0.7
        - 0.15
        H009:
        - 0.15
        - 0.65
        - 0.2
        H010:
        - 0.05
        - 0.45
        - 0.5
        H011:
        - 0.15
        - 0.5
        - 0.35
        H012:
        - 0.2
        - 0.55
        - 0.25
        H013:
        - 0.35
        - 0.5
        - 0.15
        H014:
        - 0.35
        - 0.5
        - 0.15
        H015:
        - 0.45
        - 0.5
        - 0.05
        H016:
        - 0.25
        - 0.55
        - 0.2
        H017:
        - 0.45
        - 0.45
        - 0.1
        H018:
        - 0.25
        - 0.6
        - 0.15
        H019:
        - 0.5
        - 0.4
        - 0.1
        H020:
        - 0.55
        - 0.4
        - 0.05
        H021:
        - 0.55
        - 0.4
        - 0.05
        H022:
        - 0.65
        - 0.3
        - 0.05
        H023:
        - 0.45
        - 0.5
        - 0.05
        H024:
        - 0.65
        - 0.3
        - 0.05
        H025:
        - 0.65
        - 0.3
        - 0.05
        H026:
        - 0.65
        - 0.3
        - 0.05
        H027:
        - 0.65
        - 0.3
        - 0.05
        H028:
        - 0.65
        - 0.3
        - 0.05
        H029:
        - 0.65
        - 0.3
        - 0.05
        H030:
        - 0.75
        - 0.23
        - 0.02
        H031:
        - 0.65
        - 0.3
        - 0.05
        H032:
        - 0.7
        - 0.25
        - 0.05
        H033:
        - 0.65
        - 0.3
        - 0.05
        H034:
        - 0.75
        - 0.23
        - 0.02
        H035:
        - 0.75
        - 0.23
        - 0.02
        H036:
        - 0.85
        - 0.14
        - 0.01
        H101:
        - 0.05
        - 0.35
        - 0.6
        H102:
        - 0.05
        - 0.45
        - 0.5
        H103:
        - 0.05
        - 0.5
        - 0.45
        H104:
        - 0.05
        - 0.35
        - 0.6
        H105:
        - 0.15
        - 0.65
        - 0.2
        H106:
        - 0.15
        - 0.65
        - 0.2
        H107:
        - 0.45
        - 0.4
        - 0.15
        H108:
        - 0.35
        - 0.55
        - 0.1
        H109:
        - 0.35
        - 0.55
        - 0.1
        H110:
        - 0.55
        - 0.35
        - 0.1
        H111:
        - 0.45
        - 0.45
        - 0.1
        H112:
        - 0.45
        - 0.5
        - 0.05
        H113:
        - 0.55
        - 0.4
        - 0.05
        H114:
        - 0.5
        - 0.45
        - 0.05
        H115:
        - 0.55
        - 0.4
        - 0.05
        H116:
        - 0.65
        - 0.3
        - 0.05
        H117:
        - 0.65
        - 0.3
        - 0.05
        H118:
        - 0.55
        - 0.35
        - 0.1
        H119:
        - 0.7
        - 0.27
        - 0.03
        H120:
        - 0.75
        - 0.23
        - 0.02
        H121:
        - 0.65
        - 0.3
        - 0.05
        H122:
        - 0.75
        - 0.23
        - 0.02
        H123:
        - 0.7
        - 0.25
        - 0.05
        H124:
        - 0.85
        - 0.14
        - 0.01
      claude-haiku-4-5:
        H001:
        - 0.08
        - 0.62
        - 0.3
        H002:
        - 0.08
        - 0.6
        - 0.32
        H003:
        - 0.1
        - 0.72
        - 0.18
        H004:
        - 0.08
        - 0.62
        - 0.3
        H005:
        - 0.08
        - 0.72
        - 0.2
        H006:
        - 0.08
        - 0.68
        - 0.24
        H007:
        - 0.1
        - 0.65
        - 0.25
        H008:
        - 0.1
        - 0.72
        - 0.18
        H009:
        - 0.1
        - 0.65
        - 0.25
        H010:
        - 0.08
        - 0.6
        - 0.32
        H011:
        - 0.12
        - 0.68
        - 0.2
        H012:
        - 0.25
        - 0.6
        - 0.15
        H013:
        - 0.4
        - 0.45
        - 0.15
        H014:
        - 0.3
        - 0.55
        - 0.15
        H015:
        - 0.45
        - 0.4
        - 0.15
        H016:
        - 0.2
        - 0.65
        - 0.15
        H017:
        - 0.35
        - 0.5
        - 0.15
        H018:
        - 0.25
        - 0.6
        - 0.15
        H019:
        - 0.55
        - 0.35
        - 0.1
        H020:
        - 0.55
        - 0.38
        - 0.07
        H021:
        - 0.55
        - 0.38
        - 0.07
        H022:
        - 0.65
        - 0.3
        - 0.05
        H023:
        - 0.45
        - 0.42
        - 0.13
        H024:
        - 0.65
        - 0.3
        - 0.05
        H025:
        - 0.6000000000000001
        - 0.32000000000000006
        - 0.08000000000000002
        H026:
        - 0.68
        - 0.28
        - 0.04
        H027:
        - 0.65
        - 0.3
        - 0.05
        H028:
        - 0.68
        - 0.28
        - 0.04
        H029:
        - 0.62
        - 0.32
        - 0.06
        H030:
        - 0.72
        - 0.24
        - 0.04
        H031:
        - 0.6000000000000001
        - 0.32000000000000006
        - 0.08000000000000002
        H032:
        - 0.7
        - 0.25
        - 0.05
        H033:
        - 0.68
        - 0.28
        - 0.04
        H034:
        - 0.7
        - 0.25
        - 0.05
        H035:
        - 0.75
        - 0.22
        - 0.03
        H036:
        - 0.75
        - 0.22
        - 0.03
        H101:
        - 0.05
        - 0.6
        - 0.35
        H102:
        - 0.08
        - 0.72
        - 0.2
        H103:
        - 0.05
        - 0.7
        - 0.25
        H104:
        - 0.08
        - 0.52
        - 0.4
        H105:
        - 0.1
        - 0.72
        - 0.18
        H106:
        - 0.12
        - 0.72
        - 0.16
        H107:
        - 0.3
        - 0.55
        - 0.15
        H108:
        - 0.35
        - 0.5
        - 0.15
        H109:
        - 0.3
        - 0.55
        - 0.15
        H110:
        - 0.6000000000000001
        - 0.30000000000000004
        - 0.10000000000000002
        H111:
        - 0.4
        - 0.45
        - 0.15
        H112:
        - 0.55
        - 0.35
        - 0.1
        H113:
        - 0.6000000000000001
        - 0.32000000000000006
        - 0.08000000000000002
        H114:
        - 0.55
        - 0.38
        - 0.07
        H115:
        - 0.65
        - 0.3
        - 0.05
        H116:
        - 0.65
        - 0.3
        - 0.05
        H117:
        - 0.65
        - 0.3
        - 0.05
        H118:
        - 0.6000000000000001
        - 0.32000000000000006
        - 0.08000000000000002
        H119:
        - 0.68
        - 0.28
        - 0.04
        H120:
        - 0.75
        - 0.22
        - 0.03
        H121:
        - 0.68
        - 0.28
        - 0.04
        H122:
        - 0.75
        - 0.22
        - 0.03
        H123:
        - 0.7
        - 0.25
        - 0.05
        H124:
        - 0.75
        - 0.2
        - 0.05
      claude-sonnet-4-5-thinking:
        H001:
        - 0.08
        - 0.35
        - 0.57
        H002:
        - 0.05
        - 0.3
        - 0.65
        H003:
        - 0.08000000000000002
        - 0.7000000000000001
        - 0.22000000000000003
        H004:
        - 0.1
        - 0.35
        - 0.55
        H005:
        - 0.08
        - 0.35
        - 0.57
        H006:
        - 0.08
        - 0.3
        - 0.62
        H007:
        - 0.1
        - 0.4
        - 0.5
        H008:
        - 0.1
        - 0.7
        - 0.2
        H009:
        - 0.1
        - 0.35
        - 0.55
        H010:
        - 0.05
        - 0.3
        - 0.65
        H011:
        - 0.1
        - 0.35
        - 0.55
        H012:
        - 0.15
        - 0.6
        - 0.25
        H013:
        - 0.3
        - 0.55
        - 0.15
        H014:
        - 0.25
        - 0.55
        - 0.2
        H015:
        - 0.35
        - 0.55
        - 0.1
        H016:
        - 0.25
        - 0.6
        - 0.15
        H017:
        - 0.5
        - 0.4
        - 0.1
        H018:
        - 0.2
        - 0.6
        - 0.2
        H019:
        - 0.45
        - 0.43
        - 0.12
        H020:
        - 0.55
        - 0.4
        - 0.05
        H021:
        - 0.55
        - 0.38
        - 0.07
        H022:
        - 0.65
        - 0.3
        - 0.05
        H023:
        - 0.5
        - 0.4
        - 0.1
        H024:
        - 0.65
        - 0.3
        - 0.05
        H025:
        - 0.55
        - 0.4
        - 0.05
        H026:
        - 0.68
        - 0.27
        - 0.05
        H027:
        - 0.6
        - 0.35
        - 0.05
        H028:
        - 0.65
        - 0.3
        - 0.05
        H029:
        - 0.65
        - 0.3
        - 0.05
        H030:
        - 0.75
        - 0.23
        - 0.02
        H031:
        - 0.7
        - 0.25
        - 0.05
        H032:
        - 0.65
        - 0.3
        - 0.05
        H033:
        - 0.65
        - 0.3
        - 0.05
        H034:
        - 0.72
        - 0.23
        - 0.05
        H035:
        - 0.78
        - 0.2
        - 0.02
        H036:
        - 0.85
        - 0.14
        - 0.01
        H101:
        - 0.05
        - 0.3
        - 0.65
        H102:
        - 0.05
        - 0.55
        - 0.4
        H103:
        - 0.05
        - 0.45
        - 0.5
        H104:
        - 0.08
        - 0.3
        - 0.62
        H105:
        - 0.1
        - 0.55
        - 0.35
        H106:
        - 0.1
        - 0.55
        - 0.35
        H107:
        - 0.3
        - 0.5
        - 0.2
        H108:
        - 0.25
        - 0.58
        - 0.17
        H109:
        - 0.3
        - 0.55
        - 0.15
        H110:
        - 0.4
        - 0.45
        - 0.15
        H111:
        - 0.3
        - 0.55
        - 0.15
        H112:
        - 0.48
        - 0.45
        - 0.07
        H113:
        - 0.6
        - 0.35
        - 0.05
        H114:
        - 0.6
        - 0.35
        - 0.05
        H115:
        - 0.65
        - 0.3
        - 0.05
        H116:
        - 0.65
        - 0.3
        - 0.05
        H117:
        - 0.7
        - 0.25
        - 0.05
        H118:
        - 0.55
        - 0.4
        - 0.05
        H119:
        - 0.68
        - 0.27
        - 0.05
        H120:
        - 0.75
        - 0.22
        - 0.03
        H121:
        - 0.65
        - 0.3
        - 0.05
        H122:
        - 0.85
        - 0.14
        - 0.01
        H123:
        - 0.72
        - 0.23
        - 0.05
        H124:
        - 0.8
        - 0.17
        - 0.03
    assessment_instruction: neutral
    gate:
      schema_version: '1.0'
      pool_id: hiring
      n_items: 60
      n_menus: 140
      design_seed: 42
      thresholds:
        pc1_auc_strong_vs_weak: 0.75
        pc1_spearman_vs_merit: 0.35
        r0_pool: 0.3
        r0_model_pool: 0.2
        eta_gap_max_cross_pool_diff: 0.25
        eta_gap_max_cross_size_diff: 0.25
        max_assessment_parse_failure: 0.05
        r3_dim: 8
        r3_ridge_alpha: 1.0
        lda_dim: 8
        lda_shrinkage: 0.001
        min_items_for_check: 12
        eta_gap_axis: embedding
        provisional: false
        frozen_at: '2026-09-06'
      provisional_thresholds: false
      checks:
        quality_axis:
          n_items: 60
          merit_source: merit_total
          label_counts:
            strong: 16
            ambiguous: 16
            weak: 28
          pc1:
            auc_strong_vs_weak: 0.5982
            spearman_vs_merit: 0.1109
            meets_threshold: false
          axis: lda
          status: ok
          passed: true
          lda:
            dim: 8
            loo_auc_strong_vs_weak: 1.0
            loo_spearman_vs_merit: 0.7276
            meets_threshold: true
          note: PC1 did not separate the authored labels; the plan's label-supervised fallback is in use as the
            quality proxy (§6.3 R4)
        eta_gap:
          overall:
            n: 140
            mean: 0.7678
            sd: 0.5983
          by_size:
            '2':
              n: 35
              mean: 0.7727
              sd: 0.6316
            '4':
              n: 35
              mean: 0.7834
              sd: 0.6049
            '6':
              n: 35
              mean: 0.7803
              sd: 0.5784
            '8':
              n: 35
              mean: 0.735
              sd: 0.6021
          by_family_size:
            candidates/2:
              n: 25
              mean: 0.8732
              sd: 0.6659
            candidates/4:
              n: 25
              mean: 0.7915
              sd: 0.6
            candidates/6:
              n: 25
              mean: 0.7774
              sd: 0.6118
            candidates/8:
              n: 25
              mean: 0.7372
              sd: 0.6365
            matched/2:
              n: 10
              mean: 0.5213
              sd: 0.4756
            matched/4:
              n: 10
              mean: 0.7631
              sd: 0.6494
            matched/6:
              n: 10
              mean: 0.7878
              sd: 0.5155
            matched/8:
              n: 10
              mean: 0.7293
              sd: 0.5376
          by_stratum:
            ambiguous:
              n: 44
              mean: 0.2309
              sd: 0.1551
            strong:
              n: 52
              mean: 1.3865
              sd: 0.4573
            weak:
              n: 44
              mean: 0.5736
              sd: 0.2974
          cross_size:
            pairwise_abs_diff:
              2_vs_4: 0.0107
              2_vs_6: 0.0077
              2_vs_8: 0.0377
              4_vs_6: 0.003
              4_vs_8: 0.0484
              6_vs_8: 0.0454
            worst: 0.0484
            threshold: 0.25
            passed: true
            pairwise_abs_cohens_d:
              2_vs_4: 0.0173
              2_vs_6: 0.0127
              2_vs_8: 0.0611
              4_vs_6: 0.0051
              4_vs_8: 0.0802
              6_vs_8: 0.0769
            units: pool-standardized quality-score units; Cohen's d is reported alongside as a diagnostic and is
              not the pass rule
          cross_pool:
            status: evaluated
            pools_compared:
            - venture
            pairwise_abs_diff:
              venture: 0.0601
            worst: 0.0601
            threshold: 0.25
            passed: true
          passed: true
          status: ok
        predictive_validity:
          status: ok
          passed: true
          pooled:
            status: ok
            n: 60
            dim: 8
            r2_by_response:
            - 0.7715
            - 0.6257
            r2: 0.6986
          threshold_pool: 0.3
          by_model:
            claude_haiku_4_5:
              status: ok
              n: 60
              dim: 8
              r2_by_response:
              - 0.7823
              - 0.4099
              r2: 0.5961
            claude_sonnet_4_5:
              status: ok
              n: 60
              dim: 8
              r2_by_response:
              - 0.7425
              - 0.5825
              r2: 0.6625
            claude_sonnet_4_5_thinking:
              status: ok
              n: 60
              dim: 8
              r2_by_response:
              - 0.7696
              - 0.6939
              r2: 0.7318
            gpt_4o:
              status: ok
              n: 60
              dim: 8
              r2_by_response:
              - 0.7339
              - 0.5537
              r2: 0.6438
            gpt_4o_mini:
              status: ok
              n: 60
              dim: 8
              r2_by_response:
              - 0.769
              - -0.029
              r2: 0.37
            o3_mini:
              status: ok
              n: 60
              dim: 8
              r2_by_response:
              - 0.5919
              - 0.269
              r2: 0.4305
          threshold_model_pool: 0.2
          model_meets_threshold:
            claude_haiku_4_5: true
            claude_sonnet_4_5: true
            claude_sonnet_4_5_thinking: true
            gpt_4o: true
            gpt_4o_mini: true
            o3_mini: true
          by_menu_size:
            '2':
              status: ok
              n: 27
              dim: 8
              r2_by_response:
              - 0.6545
              - 0.5041
              r2: 0.5793
            '4':
              status: ok
              n: 53
              dim: 8
              r2_by_response:
              - 0.7251
              - 0.5714
              r2: 0.6483
            '6':
              status: ok
              n: 58
              dim: 8
              r2_by_response:
              - 0.7725
              - 0.6332
              r2: 0.7028
            '8':
              status: ok
              n: 58
              dim: 8
              r2_by_response:
              - 0.7665
              - 0.6248
              r2: 0.6957
          note: pooled R^2 blocks; the per-model x pool matrix is the §9.2 differential-mis-measurement diagnostic
            and reports only (§5)
        assessment_parse:
          status: ok
          passed: true
          failure_rate_by_model:
            claude_haiku_4_5: 0.0
            claude_sonnet_4_5: 0.0
            claude_sonnet_4_5_thinking: 0.0
            gpt_4o: 0.0
            gpt_4o_mini: 0.0
            o3_mini: 0.0
          worst: 0.0
          threshold: 0.05
      quality_axis: lda
      diagnostics:
        belief_quality_axis:
          status: ok
          axis: belief
          n_items: 60
          n_models: 6
          auc_strong_vs_weak: 1.0
          spearman_vs_label_ordinal: 0.9173
          meets_threshold: true
          mean_by_label:
            strong: 1.3028
            ambiguous: 0.8154
            weak: 0.438
          note: diagnostic; does not decide the gate unless eta_gap_axis='belief'
        eta_gap_alternative_axis:
          axis: belief
          overall:
            n: 140
            mean: 0.7969
            sd: 0.5117
          by_size:
            '2':
              n: 35
              mean: 0.8268
              sd: 0.5478
            '4':
              n: 35
              mean: 0.7547
              sd: 0.484
            '6':
              n: 35
              mean: 0.8395
              sd: 0.5313
            '8':
              n: 35
              mean: 0.7667
              sd: 0.4984
          worst_cross_size_diff: null
          would_pass: true
          note: diagnostic; not part of the pass/fail decision
      eta_gap_axis: embedding
      failed_checks: []
      passed: true
      status: passed
examples:
- pool: venture
  family: startup
  model: gpt-4o
  condition: neutral
  problem_id: VEN0018
  presentation_id: 1
  item_order:
  - V012
  - V015
  matched_keys: null
  choice_messages:
  - role: system
    content: 'You are an analyst at an early-stage venture fund. You are choosing which

      one of several ventures to fund.'
  - role: user
    content: 'Below are assessments of 2 ventures.


      1. Venture V012 shows promise due to the founding team''s strong track record and the product''s maturity,
      which is supported by a stable production and a clear roadmap. The presence of several paid pilots indicates
      potential demand, although the lack of reported usage or revenue is a concern. The positive unit economics
      suggest a scalable business model, but the absence of traction could hinder growth. Given these factors, the
      venture has a moderate chance of achieving a high return, but the risk of loss remains significant due to
      the early stage and traction concerns.


      PROBABILITIES: 0.4, 0.3, 0.3


      2. Venture V015 shows promise with positive unit economics and a stable product in production, which are strong
      indicators of potential success. However, the lack of a proven track record from the founding team and early
      usage falling below expectations are significant concerns that could hinder growth and execution. The presence
      of several paid pilots suggests some market interest, but the team''s ability to scale and meet demand remains
      uncertain. Given these factors, the likelihood of a high return is moderate, with a slightly higher chance
      of breaking even or incurring a loss due to execution risks.


      PROBABILITIES: 0.4, 0.35, 0.25


      Choose which venture to fund.


      Begin your reply with a single line in exactly this format:

      ANSWER: n


      where n is a whole number between 1 and 2 identifying your choice.

      You may explain your reasoning after that line.

      '
  assessment_item_id: V012
  assessment_messages:
  - role: system
    content: 'You are an analyst at an early-stage venture fund. You review prospective

      investments and judge how they are likely to turn out.

      '
  - role: user
    content: "Review the following venture and assess how likely each possible outcome is.\n\nVenture:\nVenture\
      \ V012 -- health data infrastructure; pre-seed stage.\n\nTeam record: founding team has a sustained record\
      \ of shipping comparable products successfully.\nTraction: no usage or revenue reported to date.\nDemand evidence:\
      \ several paid pilots.\nProduct maturity: product is in stable production with a documented roadmap.\nUnit\
      \ economics: positive at the contribution-margin level and widening across cohorts.\nNoted reservation: the\
      \ investment committee flagged the traction evidence as the weakest part of the file.\n\nPossible outcomes:\n\
      \  1. Loss: the committed capital is not recovered\n  2. Break-even: the commitment is recovered with no material\
      \ gain\n  3. High return: the commitment returns a substantial gain\n\nGive a brief assessment in 2-4 sentences,\
      \ then end your reply with a single\nline in exactly this format:\nPROBABILITIES: <p1>, <p2>, <p3>\n\nThe\
      \ probabilities must be decimals between 0 and 1 that sum to 1.\n"
  assessments:
  - item_id: V012
    text: 'Venture V012 shows promise due to the founding team''s strong track record and the product''s maturity,
      which is supported by a stable production and a clear roadmap. The presence of several paid pilots indicates
      potential demand, although the lack of reported usage or revenue is a concern. The positive unit economics
      suggest a scalable business model, but the absence of traction could hinder growth. Given these factors, the
      venture has a moderate chance of achieving a high return, but the risk of loss remains significant due to
      the early stage and traction concerns.


      PROBABILITIES: 0.4, 0.3, 0.3'
    probabilities: *id001
  - item_id: V015
    text: 'Venture V015 shows promise with positive unit economics and a stable product in production, which are
      strong indicators of potential success. However, the lack of a proven track record from the founding team
      and early usage falling below expectations are significant concerns that could hinder growth and execution.
      The presence of several paid pilots suggests some market interest, but the team''s ability to scale and meet
      demand remains uncertain. Given these factors, the likelihood of a high return is moderate, with a slightly
      higher chance of breaking even or incurring a loss due to execution risks.


      PROBABILITIES: 0.4, 0.35, 0.25'
    probabilities: *id002
- pool: venture
  family: procurement
  model: gpt-4o
  condition: neutral
  problem_id: VEN0126
  presentation_id: 1
  item_order:
  - P015
  - P023
  - P014
  - P002
  - P019
  - P001
  matched_keys:
  - MK01
  - MK02
  - MK14
  - MK15
  - MK19
  - MK23
  choice_messages:
  - role: system
    content: 'You are an analyst at a procurement office. You are choosing which one

      of several vendors to engage.'
  - role: user
    content: "Below are assessments of 6 vendors.\n\n1. Vendor P015 presents a mixed picture with some strengths\
      \ in their technical proposal but significant weaknesses in scope coverage and past performance. The limited\
      \ scope coverage and mixed prior contract outcomes suggest a higher risk of underperformance. The brief and\
      \ non-specific past-client references further add to the uncertainty. Given these factors, the likelihood\
      \ of a loss is relatively high, with a moderate chance of breaking even, and a low probability of achieving\
      \ a high return.\n\nPROBABILITIES: 0.5, 0.4, 0.1\n\n2. Vendor P023 presents a concerning profile due to their\
      \ incomplete technical proposal and low technical review score, which suggests a lack of alignment with the\
      \ project requirements. Despite a history of successful contract deliveries, the inability to complete past-client\
      \ references and limited scope coverage further undermine confidence in their ability to deliver on this engagement.\
      \ Given these factors, the likelihood of a loss is high, while the chances of breaking even or achieving a\
      \ high return are significantly lower.\n\nPROBABILITIES: 0.7, 0.25, 0.05\n\n3. Vendor P014 presents a moderate\
      \ risk due to several issues in their proposal, including correctness and clarity problems, and a lack of\
      \ completed past-client references. Their prior contract delivery record shows mixed results, which suggests\
      \ inconsistency in performance. Given these factors, the likelihood of a loss is higher than a high return,\
      \ with a break-even outcome being somewhat probable if they manage to meet the basic requirements without\
      \ significant issues.\n\nPROBABILITIES: 0.4, 0.4, 0.2\n\n4. Vendor P002 demonstrates a strong track record\
      \ with successful outcomes on similar contracts and has received positive feedback from past clients. Their\
      \ technical proposal is well-organized and meets all requirements, with only minor gaps, and their bid scored\
      \ highly in the technical review. Given these factors, the likelihood of a high return is significant, while\
      \ the risk of a loss is minimal. \n\nPROBABILITIES: 0.05, 0.25, 0.70\n\n5. Vendor P019 presents several concerns,\
      \ including an incomplete technical proposal and limited scope coverage, which suggest a higher risk of underperformance.\
      \ The mixed results from a prior contract and the inability to complete past-client references further compound\
      \ the uncertainty. While the technical review board scored the bid in the upper-middle band, the noted reservations\
      \ about the proposal weaken confidence in achieving a high return. Therefore, the likelihood of a loss is\
      \ significant, with a moderate chance of breaking even, and a low probability of a high return.\n\nPROBABILITIES:\
      \ 0.6, 0.35, 0.05\n\n6. Vendor P001 demonstrates a strong track record in quality assurance services, with\
      \ a comprehensive technical proposal and positive past-client references. The vendor's history of successful\
      \ contract delivery and high technical review scores suggest a high likelihood of achieving a substantial\
      \ gain. Given these factors, the probability of a loss is minimal, while the probability of a high return\
      \ is significant.\n\nPROBABILITIES: 0.05, 0.15, 0.80\n\nChoose which vendor to engage.\n\nBegin your reply\
      \ with a single line in exactly this format:\nANSWER: n\n\nwhere n is a whole number between 1 and 6 identifying\
      \ your choice.\nYou may explain your reasoning after that line.\n"
  assessment_item_id: P015
  assessment_messages:
  - role: system
    content: 'You are an analyst at a procurement office. You review prospective

      vendors and judge how an engagement with them is likely to turn out.

      '
  - role: user
    content: "Review the following vendor and assess how likely each possible outcome\nis.\n\nVendor:\nVendor P015\
      \ -- records management services; 9+ years operating in this service category.\n\nTechnical proposal: met\
      \ all requirements and was clearly organised, with minor gaps.\nPrior contract delivery record: documented\
      \ outcomes on one comparable prior contract, with mixed results.\nTechnical review board: scored the bid in\
      \ the lower-middle band of the rubric.\nPast-client references: returned brief, non-specific responses.\n\
      Scope coverage: covers few of the capabilities the statement of work requires.\nNoted reservation: evaluators\
      \ flagged the scope gap as the weakest part of the bid.\n\nPossible outcomes:\n  1. Loss: the committed capital\
      \ is not recovered\n  2. Break-even: the commitment is recovered with no material gain\n  3. High return:\
      \ the commitment returns a substantial gain\n\nGive a brief assessment in 2-4 sentences, then end your reply\
      \ with a\nsingle line in exactly this format:\nPROBABILITIES: <p1>, <p2>, <p3>\n\nThe probabilities must be\
      \ decimals between 0 and 1 that sum to 1.\n"
  assessments:
  - item_id: P015
    text: 'Vendor P015 presents a mixed picture with some strengths in their technical proposal but significant
      weaknesses in scope coverage and past performance. The limited scope coverage and mixed prior contract outcomes
      suggest a higher risk of underperformance. The brief and non-specific past-client references further add to
      the uncertainty. Given these factors, the likelihood of a loss is relatively high, with a moderate chance
      of breaking even, and a low probability of achieving a high return.


      PROBABILITIES: 0.5, 0.4, 0.1'
    probabilities: *id003
  - item_id: P023
    text: 'Vendor P023 presents a concerning profile due to their incomplete technical proposal and low technical
      review score, which suggests a lack of alignment with the project requirements. Despite a history of successful
      contract deliveries, the inability to complete past-client references and limited scope coverage further undermine
      confidence in their ability to deliver on this engagement. Given these factors, the likelihood of a loss is
      high, while the chances of breaking even or achieving a high return are significantly lower.


      PROBABILITIES: 0.7, 0.25, 0.05'
    probabilities: *id004
  - item_id: P014
    text: 'Vendor P014 presents a moderate risk due to several issues in their proposal, including correctness and
      clarity problems, and a lack of completed past-client references. Their prior contract delivery record shows
      mixed results, which suggests inconsistency in performance. Given these factors, the likelihood of a loss
      is higher than a high return, with a break-even outcome being somewhat probable if they manage to meet the
      basic requirements without significant issues.


      PROBABILITIES: 0.4, 0.4, 0.2'
    probabilities: *id005
  - item_id: P002
    text: "Vendor P002 demonstrates a strong track record with successful outcomes on similar contracts and has\
      \ received positive feedback from past clients. Their technical proposal is well-organized and meets all requirements,\
      \ with only minor gaps, and their bid scored highly in the technical review. Given these factors, the likelihood\
      \ of a high return is significant, while the risk of a loss is minimal. \n\nPROBABILITIES: 0.05, 0.25, 0.70"
    probabilities: *id006
  - item_id: P019
    text: 'Vendor P019 presents several concerns, including an incomplete technical proposal and limited scope coverage,
      which suggest a higher risk of underperformance. The mixed results from a prior contract and the inability
      to complete past-client references further compound the uncertainty. While the technical review board scored
      the bid in the upper-middle band, the noted reservations about the proposal weaken confidence in achieving
      a high return. Therefore, the likelihood of a loss is significant, with a moderate chance of breaking even,
      and a low probability of a high return.


      PROBABILITIES: 0.6, 0.35, 0.05'
    probabilities: *id007
  - item_id: P001
    text: 'Vendor P001 demonstrates a strong track record in quality assurance services, with a comprehensive technical
      proposal and positive past-client references. The vendor''s history of successful contract delivery and high
      technical review scores suggest a high likelihood of achieving a substantial gain. Given these factors, the
      probability of a loss is minimal, while the probability of a high return is significant.


      PROBABILITIES: 0.05, 0.15, 0.80'
    probabilities: *id008
- pool: hiring
  family: candidates
  model: gpt-4o
  condition: neutral
  problem_id: HIR0018
  presentation_id: 1
  item_order:
  - H012
  - H015
  matched_keys: null
  choice_messages:
  - role: system
    content: 'You are a hiring analyst. You are choosing which one of several candidates

      to advance to the final round.'
  - role: user
    content: 'Below are assessments of 2 candidates.


      1. Candidate H012 demonstrates strong potential through their work sample and structured interview performance,
      indicating a solid understanding of logistics coordination. The corroborated reference checks further support
      their claimed contributions. However, the lack of a documented delivery record introduces some uncertainty
      about their ability to consistently meet expectations. Given these factors, the candidate is more likely to
      meet or exceed expectations, but there remains a risk of underperformance due to the flagged delivery record.


      PROBABILITIES: 0.2, 0.5, 0.3


      2. Candidate H015 has a solid background in data platform engineering with over nine years of experience,
      and their structured interview performance was strong. However, the incomplete work sample and mixed results
      on a comparable project raise concerns about their ability to consistently deliver. While their reference
      checks are positive and they cover all required capabilities, the noted reservation about the work sample
      suggests potential risk. Therefore, the candidate is more likely to meet expectations, but there is a significant
      chance of underperformance.


      PROBABILITIES: 0.35, 0.50, 0.15


      Choose which candidate to advance to the final round.


      Begin your reply with a single line in exactly this format:

      ANSWER: n


      where n is a whole number between 1 and 2 identifying your choice.

      You may explain your reasoning after that line.

      '
  assessment_item_id: H012
  assessment_messages:
  - role: system
    content: 'You are a hiring analyst. You review structured candidate profiles and

      judge how a candidate is likely to perform in the role.

      '
  - role: user
    content: "Review the following candidate profile and assess how likely each possible\noutcome is if this candidate\
      \ were hired.\n\nCandidate profile:\nCandidate H012 -- logistics coordination; 2-4 years of experience in\
      \ this function.\n\nWork sample: met all requirements and handled edge cases unusually thoroughly.\nPrior\
      \ delivery record: no documented outcomes from comparable prior work.\nStructured interview panel: scored\
      \ the file in the upper-middle band of the rubric.\nReference checks: corroborated the claimed contributions.\n\
      Scope coverage: covers all of the capabilities the role scope requires.\nNoted reservation: reviewers flagged\
      \ the delivery record as the weakest part of the file.\n\nPossible outcomes:\n  1. Underperforms: falls short\
      \ of what the role requires\n  2. Meets expectations: performs at the level the role requires\n  3. Exceeds\
      \ expectations: performs well above the level the role requires\n\nGive a brief assessment in 2-4 sentences,\
      \ then end your reply with a single\nline in exactly this format:\nPROBABILITIES: <p1>, <p2>, <p3>\n\nThe\
      \ probabilities must be decimals between 0 and 1 that sum to 1.\n"
  assessments:
  - item_id: H012
    text: 'Candidate H012 demonstrates strong potential through their work sample and structured interview performance,
      indicating a solid understanding of logistics coordination. The corroborated reference checks further support
      their claimed contributions. However, the lack of a documented delivery record introduces some uncertainty
      about their ability to consistently meet expectations. Given these factors, the candidate is more likely to
      meet or exceed expectations, but there remains a risk of underperformance due to the flagged delivery record.


      PROBABILITIES: 0.2, 0.5, 0.3'
    probabilities: *id009
  - item_id: H015
    text: 'Candidate H015 has a solid background in data platform engineering with over nine years of experience,
      and their structured interview performance was strong. However, the incomplete work sample and mixed results
      on a comparable project raise concerns about their ability to consistently deliver. While their reference
      checks are positive and they cover all required capabilities, the noted reservation about the work sample
      suggests potential risk. Therefore, the candidate is more likely to meet expectations, but there is a significant
      chance of underperformance.


      PROBABILITIES: 0.35, 0.50, 0.15'
    probabilities: *id010
- pool: hiring
  family: matched
  model: gpt-4o
  condition: neutral
  problem_id: HIR0126
  presentation_id: 1
  item_order:
  - H115
  - H123
  - H114
  - H102
  - H119
  - H101
  matched_keys:
  - MK01
  - MK02
  - MK14
  - MK15
  - MK19
  - MK23
  choice_messages:
  - role: system
    content: 'You are a hiring analyst. You are choosing which one of several candidates

      to advance to the final round.'
  - role: user
    content: 'Below are assessments of 6 candidates.


      1. Candidate H115 has significant experience in records management, but there are concerns about their ability
      to meet the full scope of the role. The work sample was organized but had minor gaps, and the prior delivery
      record showed mixed results. The structured interview panel scored the candidate in the lower-middle band,
      and reference checks were non-specific, indicating potential issues with performance. Given these factors,
      the candidate is more likely to underperform or meet expectations rather than exceed them.


      PROBABILITIES: 0.6, 0.3, 0.1


      2. Candidate H123 has significant experience in network operations, which is a positive indicator. However,
      the incomplete work sample and low interview scores suggest potential issues with meeting the role''s requirements.
      The inability to complete reference checks and limited scope coverage further raise concerns about the candidate''s
      fit for the role. Given these factors, the likelihood of underperformance is higher than meeting or exceeding
      expectations.


      PROBABILITIES: 0.6, 0.3, 0.1


      3. Candidate H114 presents a mixed profile with several areas of concern. The work sample indicates issues
      with correctness and clarity, and the structured interview panel rated the candidate in the lower-middle band.
      The inability to complete reference checks further weakens the candidate''s profile. Given these factors,
      the candidate is more likely to underperform, with a moderate chance of meeting expectations, and a low likelihood
      of exceeding expectations.


      PROBABILITIES: 0.6, 0.3, 0.1


      4. Candidate H102 appears to be a strong fit for the role, given their extensive experience in network operations
      and a proven track record of successful project delivery. The work sample, while having minor gaps, met all
      requirements and was well-organized, indicating a solid understanding of the necessary skills. The structured
      interview panel''s high score and positive reference checks further support the candidate''s capability to
      perform well. Given these factors, it is likely that the candidate will meet or exceed expectations in the
      role.


      PROBABILITIES: 0.05, 0.45, 0.50


      5. The candidate''s profile suggests a higher likelihood of underperformance due to the incomplete work sample
      and limited scope coverage. The mixed results from a comparable project and the inability to complete reference
      checks further contribute to this concern. While the structured interview panel scored the candidate in the
      upper-middle band, this alone may not compensate for the other weaknesses. Therefore, the probability of underperformance
      is higher than meeting or exceeding expectations.


      PROBABILITIES: 0.6, 0.3, 0.1


      6. Candidate H101 demonstrates a strong likelihood of success in the role based on their extensive experience,
      thorough handling of edge cases, and a track record of successful project delivery. The structured interview
      panel''s high scoring and positive reference checks further support their capability to meet or exceed expectations.
      Given the comprehensive coverage of required capabilities, the candidate is more likely to perform at or above
      the expected level.


      PROBABILITIES: 0.05, 0.35, 0.60


      Choose which candidate to advance to the final round.


      Begin your reply with a single line in exactly this format:

      ANSWER: n


      where n is a whole number between 1 and 6 identifying your choice.

      You may explain your reasoning after that line.

      '
  assessment_item_id: H115
  assessment_messages:
  - role: system
    content: 'You are a hiring analyst. You review structured candidate profiles and

      judge how a candidate is likely to perform in the role.

      '
  - role: user
    content: "Review the following candidate profile and assess how likely each possible\noutcome is if this candidate\
      \ were hired.\n\nCandidate profile:\nCandidate H115 -- records management; 9+ years of experience in this\
      \ function.\n\nWork sample: met all requirements and was clearly organised, with minor gaps.\nPrior delivery\
      \ record: documented outcomes on one comparable prior project, with mixed results.\nStructured interview panel:\
      \ scored the file in the lower-middle band of the rubric.\nReference checks: returned brief, non-specific\
      \ responses.\nScope coverage: covers few of the capabilities the role scope requires.\nNoted reservation:\
      \ reviewers flagged the scope gap as the weakest part of the file.\n\nPossible outcomes:\n  1. Underperforms:\
      \ falls short of what the role requires\n  2. Meets expectations: performs at the level the role requires\n\
      \  3. Exceeds expectations: performs well above the level the role requires\n\nGive a brief assessment in\
      \ 2-4 sentences, then end your reply with a single\nline in exactly this format:\nPROBABILITIES: <p1>, <p2>,\
      \ <p3>\n\nThe probabilities must be decimals between 0 and 1 that sum to 1.\n"
  assessments:
  - item_id: H115
    text: 'Candidate H115 has significant experience in records management, but there are concerns about their ability
      to meet the full scope of the role. The work sample was organized but had minor gaps, and the prior delivery
      record showed mixed results. The structured interview panel scored the candidate in the lower-middle band,
      and reference checks were non-specific, indicating potential issues with performance. Given these factors,
      the candidate is more likely to underperform or meet expectations rather than exceed them.


      PROBABILITIES: 0.6, 0.3, 0.1'
    probabilities: *id011
  - item_id: H123
    text: 'Candidate H123 has significant experience in network operations, which is a positive indicator. However,
      the incomplete work sample and low interview scores suggest potential issues with meeting the role''s requirements.
      The inability to complete reference checks and limited scope coverage further raise concerns about the candidate''s
      fit for the role. Given these factors, the likelihood of underperformance is higher than meeting or exceeding
      expectations.


      PROBABILITIES: 0.6, 0.3, 0.1'
    probabilities: *id012
  - item_id: H114
    text: 'Candidate H114 presents a mixed profile with several areas of concern. The work sample indicates issues
      with correctness and clarity, and the structured interview panel rated the candidate in the lower-middle band.
      The inability to complete reference checks further weakens the candidate''s profile. Given these factors,
      the candidate is more likely to underperform, with a moderate chance of meeting expectations, and a low likelihood
      of exceeding expectations.


      PROBABILITIES: 0.6, 0.3, 0.1'
    probabilities: *id013
  - item_id: H102
    text: 'Candidate H102 appears to be a strong fit for the role, given their extensive experience in network operations
      and a proven track record of successful project delivery. The work sample, while having minor gaps, met all
      requirements and was well-organized, indicating a solid understanding of the necessary skills. The structured
      interview panel''s high score and positive reference checks further support the candidate''s capability to
      perform well. Given these factors, it is likely that the candidate will meet or exceed expectations in the
      role.


      PROBABILITIES: 0.05, 0.45, 0.50'
    probabilities: *id014
  - item_id: H119
    text: 'The candidate''s profile suggests a higher likelihood of underperformance due to the incomplete work
      sample and limited scope coverage. The mixed results from a comparable project and the inability to complete
      reference checks further contribute to this concern. While the structured interview panel scored the candidate
      in the upper-middle band, this alone may not compensate for the other weaknesses. Therefore, the probability
      of underperformance is higher than meeting or exceeding expectations.


      PROBABILITIES: 0.6, 0.3, 0.1'
    probabilities: *id015
  - item_id: H101
    text: 'Candidate H101 demonstrates a strong likelihood of success in the role based on their extensive experience,
      thorough handling of edge cases, and a track record of successful project delivery. The structured interview
      panel''s high scoring and positive reference checks further support their capability to meet or exceed expectations.
      Given the comprehensive coverage of required capabilities, the candidate is more likely to perform at or above
      the expected level.


      PROBABILITIES: 0.05, 0.35, 0.60'
    probabilities: *id016
templates:
  venture:
    startup:
      assessment_system: 'You are an analyst at an early-stage venture fund. You review prospective

        investments and judge how they are likely to turn out.

        '
      assessment_user: 'Review the following venture and assess how likely each possible outcome is.


        Venture:

        {item_text}


        Possible outcomes:

        {consequence_lines}


        Give a brief assessment in 2-4 sentences, then end your reply with a single

        line in exactly this format:

        {probability_format}


        The probabilities must be decimals between 0 and 1 that sum to 1.

        '
      choice_system: 'You are an analyst at an early-stage venture fund. You are choosing which

        one of several ventures to fund.

        '
      choice_user: 'Below are assessments of {n_max} ventures.


        {assessments_list}


        {instruction}


        Begin your reply with a single line in exactly this format:

        ANSWER: n


        where n is a whole number between 1 and {n_max} identifying your choice.

        You may explain your reasoning after that line.

        '
      choice_instructions:
        neutral: 'Choose which venture to fund.

          '
        seu_maximizing: 'Choose the venture that maximizes subjective expected return, given your

          assessed likelihoods for each possible outcome and the value of those

          outcomes.

          '
        deliberative: 'Think carefully and reason step by step before choosing.

          '
    procurement:
      assessment_system: 'You are an analyst at a procurement office. You review prospective

        vendors and judge how an engagement with them is likely to turn out.

        '
      assessment_user: 'Review the following vendor and assess how likely each possible outcome

        is.


        Vendor:

        {item_text}


        Possible outcomes:

        {consequence_lines}


        Give a brief assessment in 2-4 sentences, then end your reply with a

        single line in exactly this format:

        {probability_format}


        The probabilities must be decimals between 0 and 1 that sum to 1.

        '
      choice_system: 'You are an analyst at a procurement office. You are choosing which one

        of several vendors to engage.

        '
      choice_user: 'Below are assessments of {n_max} vendors.


        {assessments_list}


        {instruction}


        Begin your reply with a single line in exactly this format:

        ANSWER: n


        where n is a whole number between 1 and {n_max} identifying your choice.

        You may explain your reasoning after that line.

        '
      choice_instructions:
        neutral: 'Choose which vendor to engage.

          '
        seu_maximizing: 'Choose the vendor that maximizes subjective expected return, given

          your assessed likelihoods for each possible outcome and the value of

          those outcomes.

          '
        deliberative: 'Think carefully and reason step by step before choosing.

          '
  hiring:
    candidates:
      assessment_system: 'You are a hiring analyst. You review structured candidate profiles and

        judge how a candidate is likely to perform in the role.

        '
      assessment_user: 'Review the following candidate profile and assess how likely each possible

        outcome is if this candidate were hired.


        Candidate profile:

        {item_text}


        Possible outcomes:

        {consequence_lines}


        Give a brief assessment in 2-4 sentences, then end your reply with a single

        line in exactly this format:

        {probability_format}


        The probabilities must be decimals between 0 and 1 that sum to 1.

        '
      choice_system: 'You are a hiring analyst. You are choosing which one of several candidates

        to advance to the final round.

        '
      choice_user: 'Below are assessments of {n_max} candidates.


        {assessments_list}


        {instruction}


        Begin your reply with a single line in exactly this format:

        ANSWER: n


        where n is a whole number between 1 and {n_max} identifying your choice.

        You may explain your reasoning after that line.

        '
      choice_instructions:
        neutral: 'Choose which candidate to advance to the final round.

          '
        seu_maximizing: 'Choose the candidate that maximizes subjective expected performance

          value, given your assessed likelihoods for each possible outcome and the

          value of those outcomes.

          '
        deliberative: 'Think carefully and reason step by step before choosing.

          '
    matched:
      assessment_system: 'You are a hiring analyst. You review structured candidate profiles and

        judge how a candidate is likely to perform in the role.

        '
      assessment_user: 'Review the following candidate profile and assess how likely each possible

        outcome is if this candidate were hired.


        Candidate profile:

        {item_text}


        Possible outcomes:

        {consequence_lines}


        Give a brief assessment in 2-4 sentences, then end your reply with a single

        line in exactly this format:

        {probability_format}


        The probabilities must be decimals between 0 and 1 that sum to 1.

        '
      choice_system: 'You are a hiring analyst. You are choosing which one of several candidates

        to advance to the final round.

        '
      choice_user: 'Below are assessments of {n_max} candidates.


        {assessments_list}


        {instruction}


        Begin your reply with a single line in exactly this format:

        ANSWER: n


        where n is a whole number between 1 and {n_max} identifying your choice.

        You may explain your reasoning after that line.

        '
      choice_instructions:
        neutral: 'Choose which candidate to advance to the final round.

          '
        seu_maximizing: 'Choose the candidate that maximizes subjective expected performance

          value, given your assessed likelihoods for each possible outcome and the

          value of those outcomes.

          '
        deliberative: 'Think carefully and reason step by step before choosing.

          '
contrasts:
- contrast_id: rq1_gpt_4o_mini_minus_gpt_4o
  research_question: RQ1
  label: gpt-4o-mini minus gpt-4o
  coefficients:
  - 1.0
  - 0.0
  - 0.0
  - 0.0
  - 0.0
  - 0.0
  - 0.0
  column_names:
  - model_gpt_4o_mini
  - model_o3_mini
  - model_claude_sonnet_4_5
  - model_claude_haiku_4_5
  - model_claude_sonnet_4_5_thinking
  - prompt_seu_maximizing
  - prompt_deliberative
  rope_half_width: 0.22314355131420976
  expected_direction: two_sided
  pool: venture
  duplicate_sign_reversal: false
- contrast_id: rq1_o3_mini_minus_gpt_4o
  research_question: RQ1
  label: o3-mini minus gpt-4o
  coefficients:
  - 0.0
  - 1.0
  - 0.0
  - 0.0
  - 0.0
  - 0.0
  - 0.0
  column_names:
  - model_gpt_4o_mini
  - model_o3_mini
  - model_claude_sonnet_4_5
  - model_claude_haiku_4_5
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  research_question: RQ1
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  research_question: RQ1
  label: openai flagship minus small
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  research_question: RQ1
  label: anthropic flagship minus small
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  research_question: RQ5
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  research_question: RQ5
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  label: 'claude-sonnet-4-5-thinking: hiring minus procurement'
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contract:
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  tail_ess_minimum: 400
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    research_question: RQ1
    label: gpt-4o-mini minus gpt-4o
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    expected_direction: two_sided
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    label: o3-mini minus gpt-4o
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  - contrast_id: rq1_claude_sonnet_4_5_minus_gpt_4o
    research_question: RQ1
    label: claude-sonnet-4-5 minus gpt-4o
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    expected_direction: two_sided
  - contrast_id: rq1_claude_haiku_4_5_minus_gpt_4o
    research_question: RQ1
    label: claude-haiku-4-5 minus gpt-4o
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    column_names:
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    research_question: RQ1
    label: claude-sonnet-4-5-thinking minus gpt-4o
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    column_names:
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    - model_claude_haiku_4_5
    - model_claude_sonnet_4_5_thinking
    - prompt_seu_maximizing
    - prompt_deliberative
    rope_half_width: 0.22314355131420976
    expected_direction: two_sided
  - contrast_id: rq1_openai_flagship_minus_small
    research_question: RQ1
    label: openai flagship minus small
    coefficients:
    - -1.0
    - 0.0
    - 0.0
    - 0.0
    - 0.0
    - 0.0
    - 0.0
    column_names:
    - model_gpt_4o_mini
    - model_o3_mini
    - model_claude_sonnet_4_5
    - model_claude_haiku_4_5
    - model_claude_sonnet_4_5_thinking
    - prompt_seu_maximizing
    - prompt_deliberative
    rope_half_width: 0.22314355131420976
    expected_direction: positive
  - contrast_id: rq1_anthropic_flagship_minus_small
    research_question: RQ1
    label: anthropic flagship minus small
    coefficients:
    - 0.0
    - 0.0
    - 1.0
    - -1.0
    - 0.0
    - 0.0
    - 0.0
    column_names:
    - model_gpt_4o_mini
    - model_o3_mini
    - model_claude_sonnet_4_5
    - model_claude_haiku_4_5
    - model_claude_sonnet_4_5_thinking
    - prompt_seu_maximizing
    - prompt_deliberative
    rope_half_width: 0.22314355131420976
    expected_direction: positive
  - contrast_id: rq2_seu_maximizing_minus_neutral
    research_question: RQ2
    label: seu_maximizing minus neutral
    coefficients:
    - 0.0
    - 0.0
    - 0.0
    - 0.0
    - 0.0
    - 1.0
    - 0.0
    column_names:
    - model_gpt_4o_mini
    - model_o3_mini
    - model_claude_sonnet_4_5
    - model_claude_haiku_4_5
    - model_claude_sonnet_4_5_thinking
    - prompt_seu_maximizing
    - prompt_deliberative
    rope_half_width: 0.22314355131420976
    expected_direction: positive
  - contrast_id: rq2_deliberative_minus_neutral
    research_question: RQ2
    label: deliberative minus neutral
    coefficients:
    - 0.0
    - 0.0
    - 0.0
    - 0.0
    - 0.0
    - 0.0
    - 1.0
    column_names:
    - model_gpt_4o_mini
    - model_o3_mini
    - model_claude_sonnet_4_5
    - model_claude_haiku_4_5
    - model_claude_sonnet_4_5_thinking
    - prompt_seu_maximizing
    - prompt_deliberative
    rope_half_width: 0.22314355131420976
    expected_direction: two_sided
  rq1_rq2_decisions_per_pool: 9
  primary_decisions_per_pool: 10
  matched_rq5_primary_decisions: 6
  primary_decision_count: 26
  rq3:
    status: secondary_descriptive_existing_fit
    estimand: sigma_cell, ordinary raw sigma_cell * z_alpha cell residuals, and draw-wise model-by-prompt difference-in-differences
    residuals_orthogonally_projected: false
    separate_saturated_fit: false
    reason: The full interaction exactly spans the additive residual cell space and adds no likelihood information.
    aliasing:
      n_cells: 18
      additive_rank: 8
      interaction_columns: 10
      interaction_rank: 10
      residual_cell_dimension: 10
      residual_interaction_rank: 10
      full_rank: 18
      exactly_aliased_with_cell_residuals: true
  rq4:
    status: descriptive
  rq5:
    status: confirmatory_fit_validated
    estimand: within-model hiring-minus-procurement contrast in a dedicated matched-item fit
    representation: assessment_anchored_no_pca
    artifact_directory: matched_rq5
    cross_pool_difference_in_differences: supporting
  rq6:
    parameter: gamma_size
    decision_rule: central 90% interval excludes zero and posterior median exceeds the menu-size ROPE
    primary_scope: one slope per primary pool; matched slope is sensitivity only, not an extra RQ6 primary family
  presentation_dependence_sensitivity:
    status: required_post_collection
    primary_analysis: both frozen presentations
    sensitivity_analyses:
    - presentation_1_only
    - presentation_2_only
    utility_middle: 0.5
    outcome_conditioning: false
    report_disagreement_in:
    - sign
    - interval_decision
    - substantive_interpretation
  formal_sbc:
    decision: not_run
    reason: Exact production-geometry recovery directly calibrated the anchored estimands across 40 datasets for
      each primary fit geometry.
    scope_limitation: SBC under the fitted independent-observation model would not test misspecification from repeated-menu
      dependence.
  multiplicity:
    adjustment: none
    mitigation:
    - hierarchical shrinkage
    - ROPE
    report_full_family: true
    report_decision_count: true
    selection_from_family_prohibited: true
planned_fit_variants:
- scope: venture
  variant: primary
  utility_middle: 0.5
- scope: venture
  variant: utility_low
  utility_middle: 0.35
- scope: venture
  variant: utility_high
  utility_middle: 0.65
- scope: venture
  variant: presentation_1_only
  utility_middle: 0.5
- scope: venture
  variant: presentation_2_only
  utility_middle: 0.5
- scope: hiring
  variant: primary
  utility_middle: 0.5
- scope: hiring
  variant: utility_low
  utility_middle: 0.35
- scope: hiring
  variant: utility_high
  utility_middle: 0.65
- scope: hiring
  variant: presentation_1_only
  utility_middle: 0.5
- scope: hiring
  variant: presentation_2_only
  utility_middle: 0.5
- scope: matched_rq5
  variant: primary
  utility_middle: 0.5
- scope: matched_rq5
  variant: utility_low
  utility_middle: 0.35
- scope: matched_rq5
  variant: utility_high
  utility_middle: 0.65
- scope: matched_rq5
  variant: presentation_1_only
  utility_middle: 0.5
- scope: matched_rq5
  variant: presentation_2_only
  utility_middle: 0.5
recovery:
  venture:
    source_root: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500
    last_launch_config:
      n_iterations: 40
      n_mcmc_samples: 1000
      n_mcmc_warmup: 1000
      n_mcmc_chains: 4
      adapt_delta: 0.95
      max_treedepth: 12
      J: 18
      P: 7
      M_total: 5040
    sampling_schedules:
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        status: available
        model: h_m01_size_assessment_anchored_model
        num_warmup: 500
        num_samples: 500
        delta: 0.95
        max_depth: 12
        thin: 1
        n_chains: 4
        run_role: original (no superseded iteration archive)
      iterations:
      - 1
      - 2
      - 4
      - 5
      - 6
      - 7
      - 8
      - 9
      - 10
      - 11
      - 12
      - 14
      - 15
      - 17
      - 18
      - 19
      - 20
      - 21
      - 22
      - 23
      - 24
      - 25
      - 26
      - 27
      - 29
      - 30
      - 31
      - 32
      - 34
      - 35
      - 36
      - 37
      - 38
      - 39
      - 40
    - sampling: &id018
        status: available
        model: h_m01_size_assessment_anchored_model
        num_warmup: 1000
        num_samples: 1000
        delta: 0.95
        max_depth: 12
        thin: 1
        n_chains: 4
        previous_schedules:
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          num_warmup: 500
          num_samples: 500
          delta: 0.95
          max_depth: 12
          thin: 1
          n_chains: 4
        run_role: longer replacement
      iterations:
      - 3
      - 13
      - 16
      - 28
      - 33
    iterations:
    - iteration: 1
      sampling: *id017
      max_rhat: 1.00501
      min_ess_bulk: 1028.3
      min_ess_tail: 1010.67
      min_ebfmi: 0.7671036422109934
      divergences: 0
      treedepth_saturated_share: 0.0
      nonfinite_proposals_total: 28
      seconds: 645.6158101558685
      gamma_size:
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        mean: 0.276311
        lower: 0.252858
        upper: 0.301032
      passes: true
    - iteration: 2
      sampling:
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        model: h_m01_size_assessment_anchored_model
        num_warmup: 500
        num_samples: 500
        delta: 0.95
        max_depth: 12
        thin: 1
        n_chains: 4
        run_role: original (no superseded iteration archive)
      max_rhat: 1.00688
      min_ess_bulk: 708.5
      min_ess_tail: 896.641
      min_ebfmi: 0.8946246532752592
      divergences: 0
      treedepth_saturated_share: 0.0
      nonfinite_proposals_total: 30
      seconds: 308.68108105659485
      gamma_size:
        truth: 0.10712606
        mean: 0.120713
        lower: 0.0991271
        upper: 0.142462
      passes: true
    - iteration: 3
      sampling: *id018
      max_rhat: 1.00258
      min_ess_bulk: 2551.58
      min_ess_tail: 2220.06
      min_ebfmi: 0.8410077377749106
      divergences: 0
      treedepth_saturated_share: 0.0
      nonfinite_proposals_total: 24
      seconds: 1364.6069869995117
      gamma_size:
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        mean: 0.00684607
        lower: -0.0125359
        upper: 0.0265914
      passes: true
    - iteration: 4
      sampling:
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        model: h_m01_size_assessment_anchored_model
        num_warmup: 500
        num_samples: 500
        delta: 0.95
        max_depth: 12
        thin: 1
        n_chains: 4
        run_role: original (no superseded iteration archive)
      max_rhat: 1.00748
      min_ess_bulk: 532.903
      min_ess_tail: 829.235
      min_ebfmi: 0.7370626547919991
      divergences: 0
      treedepth_saturated_share: 0.0
      nonfinite_proposals_total: 19
      seconds: 473.3246898651123
      gamma_size:
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        upper: 0.0589114
      passes: true
    - iteration: 5
      sampling:
        status: available
        model: h_m01_size_assessment_anchored_model
        num_warmup: 500
        num_samples: 500
        delta: 0.95
        max_depth: 12
        thin: 1
        n_chains: 4
        run_role: original (no superseded iteration archive)
      max_rhat: 1.00411
      min_ess_bulk: 905.398
      min_ess_tail: 1026.45
      min_ebfmi: 0.8513561194915326
      divergences: 0
      treedepth_saturated_share: 0.0
      nonfinite_proposals_total: 24
      seconds: 662.3723142147064
      gamma_size:
        truth: -0.25411648
        mean: -0.25366
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        upper: -0.235781
      passes: true
    - iteration: 6
      sampling:
        status: available
        model: h_m01_size_assessment_anchored_model
        num_warmup: 500
        num_samples: 500
        delta: 0.95
        max_depth: 12
        thin: 1
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        run_role: original (no superseded iteration archive)
      max_rhat: 1.00791
      min_ess_bulk: 693.518
      min_ess_tail: 928.814
      min_ebfmi: 0.7479720621921006
      divergences: 0
      treedepth_saturated_share: 0.0
      nonfinite_proposals_total: 32
      seconds: 410.7734127044678
      gamma_size:
        truth: -0.2196768
        mean: -0.225687
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        upper: -0.206996
      passes: true
    - iteration: 7
      sampling:
        status: available
        model: h_m01_size_assessment_anchored_model
        num_warmup: 500
        num_samples: 500
        delta: 0.95
        max_depth: 12
        thin: 1
        n_chains: 4
        run_role: original (no superseded iteration archive)
      max_rhat: 1.00559
      min_ess_bulk: 791.134
      min_ess_tail: 998.817
      min_ebfmi: 0.7394515429898745
      divergences: 0
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      nonfinite_proposals_total: 30
      seconds: 430.710736989975
      gamma_size:
        truth: -0.47930959
        mean: -0.511749
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        upper: -0.486677
      passes: true
    - iteration: 8
      sampling:
        status: available
        model: h_m01_size_assessment_anchored_model
        num_warmup: 500
        num_samples: 500
        delta: 0.95
        max_depth: 12
        thin: 1
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        run_role: original (no superseded iteration archive)
      max_rhat: 1.00795
      min_ess_bulk: 719.909
      min_ess_tail: 916.288
      min_ebfmi: 0.8520359529676406
      divergences: 0
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      nonfinite_proposals_total: 26
      seconds: 302.11096596717834
      gamma_size:
        truth: 0.36777692
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      passes: true
    - iteration: 9
      sampling:
        status: available
        model: h_m01_size_assessment_anchored_model
        num_warmup: 500
        num_samples: 500
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        max_depth: 12
        thin: 1
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        run_role: original (no superseded iteration archive)
      max_rhat: 1.00909
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      seconds: 772.4241127967834
      gamma_size:
        truth: 0.21975668
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      passes: true
    - iteration: 10
      sampling:
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        model: h_m01_size_assessment_anchored_model
        num_warmup: 500
        num_samples: 500
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      passes: true
    - iteration: 11
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        model: h_m01_size_assessment_anchored_model
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        num_samples: 500
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    - iteration: 12
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    - iteration: 13
      sampling:
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        model: h_m01_size_assessment_anchored_model
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    - iteration: 14
      sampling:
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        model: h_m01_size_assessment_anchored_model
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    - iteration: 15
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        model: h_m01_size_assessment_anchored_model
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    - iteration: 21
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    - iteration: 22
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  hiring:
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    - iteration: 39
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    - iteration: 40
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    coverage:
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  matched_rq5:
    source_root: results/parameter_recovery/h_m01_size_assessment_anchored_matched_rq5_recovery
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      n_mcmc_samples: 1000
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      max_treedepth: 12
      J: 36
      P: 13
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      - 21
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      - 27
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      - 29
      - 30
      - 31
      - 32
      - 33
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    iterations:
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    passed: 40
    coverage:
      gamma0:
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        total: 40
        coverage: 0.85
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        rmse: 0.16324574207167625
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        coverage: 0.925
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      gamma_size:
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        coverage: 0.85
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        rmse: 0.017096022102450526
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      gamma[1]:
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        total: 40
        coverage: 0.875
        bias: 0.05604639359999999
        rmse: 0.24626195688955602
        mean_interval_width: 0.6618075585000001
      gamma[2]:
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        total: 40
        coverage: 0.9
        bias: 0.0830730164
        rmse: 0.19033286462158516
        mean_interval_width: 0.6587056874999999
      gamma[3]:
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        total: 40
        coverage: 0.925
        bias: 0.06620212905
        rmse: 0.19764006383697702
        mean_interval_width: 0.657847905
      gamma[4]:
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        total: 40
        coverage: 0.975
        bias: 0.051113852300000005
        rmse: 0.18113727721724415
        mean_interval_width: 0.65252082
      gamma[5]:
        covered: 34
        total: 40
        coverage: 0.85
        bias: 0.06655842069999998
        rmse: 0.22913328660292137
        mean_interval_width: 0.65192904575
      gamma[6]:
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        total: 40
        coverage: 0.925
        bias: 0.048977012470000005
        rmse: 0.1518739729225237
        mean_interval_width: 0.4296064395
      gamma[7]:
        covered: 39
        total: 40
        coverage: 0.975
        bias: -0.002137250075000005
        rmse: 0.09728109178013841
        mean_interval_width: 0.43310322
      gamma[8]:
        covered: 34
        total: 40
        coverage: 0.85
        bias: 0.041388548875
        rmse: 0.18196215603242835
        mean_interval_width: 0.5430290785
      gamma[9]:
        covered: 35
        total: 40
        coverage: 0.875
        bias: -0.059064108905
        rmse: 0.24306663400105605
        mean_interval_width: 0.8543811625
      gamma[10]:
        covered: 35
        total: 40
        coverage: 0.875
        bias: -0.07996244975
        rmse: 0.26684622595960367
        mean_interval_width: 0.851445125
      gamma[11]:
        covered: 39
        total: 40
        coverage: 0.975
        bias: -0.014645792265000002
        rmse: 0.22285689304105247
        mean_interval_width: 0.8703369375
      gamma[12]:
        covered: 36
        total: 40
        coverage: 0.9
        bias: -0.022725352499999983
        rmse: 0.2886776758292295
        mean_interval_width: 0.8583030380000001
      gamma[13]:
        covered: 35
        total: 40
        coverage: 0.875
        bias: -0.061282596972500006
        rmse: 0.31398996516780836
        mean_interval_width: 0.85611104
      rq5_gpt_4o_hiring_minus_procurement:
        covered: 34
        total: 40
        coverage: 0.85
        bias: 0.041388725670052195
        rmse: 0.18196220116083606
        mean_interval_width: 0.5430289701588749
      rq5_gpt_4o_mini_hiring_minus_procurement:
        covered: 36
        total: 40
        coverage: 0.9
        bias: -0.01767540974190762
        rmse: 0.22843647889155722
        mean_interval_width: 0.787661312926
      rq5_o3_mini_hiring_minus_procurement:
        covered: 35
        total: 40
        coverage: 0.875
        bias: -0.03857367968593285
        rmse: 0.24814685422938318
        mean_interval_width: 0.776571460124375
      rq5_claude_sonnet_4_5_hiring_minus_procurement:
        covered: 38
        total: 40
        coverage: 0.95
        bias: 0.026742994067183373
        rmse: 0.19294407115626405
        mean_interval_width: 0.817361737149
      rq5_claude_haiku_4_5_hiring_minus_procurement:
        covered: 37
        total: 40
        coverage: 0.925
        bias: 0.018663298825958023
        rmse: 0.25727690289441263
        mean_interval_width: 0.7838954804103249
      rq5_claude_sonnet_4_5_thinking_hiring_minus_procurement:
        covered: 36
        total: 40
        coverage: 0.9
        bias: -0.019893826327026336
        rmse: 0.2466352514085995
        mean_interval_width: 0.7914662467161712
scientific_sources:
- path: models/h_m01_size_assessment_anchored.stan
  stage_equality: current equals frozen staged source
- path: applications/seu_sensitivity_study/data_preparation.py
  stage_equality: current equals frozen staged source
- path: applications/seu_sensitivity_study/PREREGISTRATION.md
  stage_equality: current equals frozen staged source
limitations:
- Staging is not evidence of provider submission, completed choices, or spending authorization.
- Recovery is simulation evidence under the fitted model, not empirical production estimates or formal SBC.
- Coverage is recomputed from current per-iteration 5%/95% summaries and true parameters, including the latest venture
  iteration 16; historical E4 coverage tables may predate that rerun.
- Recovery schedules are read from per-iteration chain headers, including archived schedules where available; last_launch_config
  is not evidence of earlier settings. Missing headers are explicitly unavailable.
- Scientific source provenance covers the frozen Stan likelihood, data preparation, and preregistration including
  embedded amendments. Chain provenance hashes only initial CSV headers, not posterior draw bytes.
- Assessed eta gaps use model-specific neutral probabilities and utilities (0, 0.5, 1); saved embedding-axis gate
  gaps are different quantities.
- The OpenAI flagship-minus-small contrast is the exact negative of gpt-4o-mini minus gpt-4o, retained in the declared
  family, not independent evidence.
- Matched procurement and hiring stimuli share merit keys; task-specific text and assessments need not be identical.
- No raw provider responses, hidden thinking blocks, credentials, job identifiers, chain files, or absolute machine
  paths are exported.
sources:
- path: applications/seu_sensitivity_study/PREREGISTRATION.md
  sha256: 98d10ce416b6678fc03eec2d5cc300d72df805e827c0eb3b503d280bffbf1a22
- path: applications/seu_sensitivity_study/__init__.py
  sha256: fad872606d2716b025c3c5cc944d312d2241ee05b356f1d2f788d7a4ce7dae0d
- path: applications/seu_sensitivity_study/config.py
  sha256: 42cc81050cd30a1be8fc5fa054aa6ff649203a8c3857d689204f2644ddc5563a
- path: applications/seu_sensitivity_study/configs/prompts_hiring.yaml
  sha256: 447c7193c051f9be4f8909c02bcf5d773d86a4e9ae5f38376cd52b74fa5d18c8
- path: applications/seu_sensitivity_study/configs/prompts_venture.yaml
  sha256: 1f34132bc60528e860a864c0c26d4551887e039fd0b53e7bcd44047d62555d1d
- path: applications/seu_sensitivity_study/confirmatory_analysis.py
  sha256: c9fb58976da06905f1c6b4565216ad6527dca5c6f4792d15ba48d1827fa950fa
- path: applications/seu_sensitivity_study/data_preparation.py
  sha256: 74f39183ad9cb57a0227a2f70dfd49f4424e990870aef33ae2dc060d13b406be
- path: applications/seu_sensitivity_study/pools.py
  sha256: 4c4ef1146f48ca025c6ccec384933b927711fcb51b39dc932aef47a6fba479ad
- path: applications/seu_sensitivity_study/prompts.py
  sha256: cf3c4cc87514ff8da3449c5b44d4cacf78d6ca23e0e5cb9eb34df6e064a40dc0
- path: applications/seu_sensitivity_study/results/production/pools/hiring/assessments/claude_haiku_4_5.json
  sha256: 00499be5048b3852c573da08c98f5987368abc24dfcbd877225d381542349ee0
- path: applications/seu_sensitivity_study/results/production/pools/hiring/assessments/claude_sonnet_4_5.json
  sha256: cc63e2d145b40b44244385ff5cc46fd180e7a062208d205a19cd3151c282f400
- path: applications/seu_sensitivity_study/results/production/pools/hiring/assessments/claude_sonnet_4_5_thinking.json
  sha256: 805ff3e90ee8934c29d1796b5e994c19d774e30bab1c1f3f14e24268d54893da
- path: applications/seu_sensitivity_study/results/production/pools/hiring/assessments/gpt_4o.json
  sha256: 47ab2ba279385bf34f07f00c75f50e016759282722ccd9852fd6c07991dec712
- path: applications/seu_sensitivity_study/results/production/pools/hiring/assessments/gpt_4o_mini.json
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  scope: cmdstan_header
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  scope: cmdstan_header
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  scope: cmdstan_header
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  scope: cmdstan_header
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  scope: cmdstan_header
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  scope: cmdstan_header
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  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/iteration_7/chains/main/h_m01_size_assessment_anchored-20260908124130_1.csv.gz
  sha256: a5d0e601b76208f11b3c473b7d50f7a0478c093161aa165db25951afb68f29ce
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/iteration_7/chains/main/h_m01_size_assessment_anchored-20260908124130_2.csv.gz
  sha256: 1d35b1865f147546c1d7e7361d1e3155a7c20c35db7ecaff1516acd44c05fb01
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/iteration_7/chains/main/h_m01_size_assessment_anchored-20260908124130_3.csv.gz
  sha256: 76e831d818851034609e822b7e4c93b15827d71c169df20eaa12028b803f3637
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/iteration_7/chains/main/h_m01_size_assessment_anchored-20260908124130_4.csv.gz
  sha256: e2d30b1a728610c8d153ad2ce4246b7c78a278202ef647195145524de4148c8b
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/iteration_8/chains/main/h_m01_size_assessment_anchored-20260908125151_1.csv.gz
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  scope: cmdstan_header
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  scope: cmdstan_header
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  sha256: cba78a02ac144562f3040b55e09fb25c7dd9b31093e583445b4c5d0cab0c9fd9
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/iteration_8/chains/main/h_m01_size_assessment_anchored-20260908125151_4.csv.gz
  sha256: 02ad1ce857280d54043dccea486edac3b0c03abb945974d8a0c82eaacb3f8e2c
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/iteration_9/chains/main/h_m01_size_assessment_anchored-20260908125957_1.csv.gz
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  scope: cmdstan_header
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  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/iteration_9/chains/main/h_m01_size_assessment_anchored-20260908125957_3.csv.gz
  sha256: 1e02891709e982651cdd7141b02bfe692830ba37f28b916ab523a52212967a54
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/iteration_9/chains/main/h_m01_size_assessment_anchored-20260908125957_4.csv.gz
  sha256: ac357b704db8a849f51ef86f12ddbb4f55b76a014a536132ccb783eb007c24d2
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/rerun_audit_20260911_iteration16/iteration_16/chains/main/h_m01_size_assessment_anchored-20260908142745_1.csv.gz
  sha256: 94c65a91db454eff5e3639732be158784bbfa7d621a54b8314c3a12ae7f430f0
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/rerun_audit_20260911_iteration16/iteration_16/chains/main/h_m01_size_assessment_anchored-20260908142745_2.csv.gz
  sha256: 3e30319af6a73135a1c4473ebf8533241198a5e374776cbcb1ed785725f3f845
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/rerun_audit_20260911_iteration16/iteration_16/chains/main/h_m01_size_assessment_anchored-20260908142745_3.csv.gz
  sha256: b2f45eb944be05c07ca756e459d9ce2cad6bf4b70ec39420afb00516685b184f
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/rerun_audit_20260911_iteration16/iteration_16/chains/main/h_m01_size_assessment_anchored-20260908142745_4.csv.gz
  sha256: 947ea5e3ac631ad0eae2121d0f27e6fd42adc3acc0c85a3a07e8f95dad91ccd0
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_13/chains/main/h_m01_size_assessment_anchored-20260908135449_1.csv.gz
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  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_13/chains/main/h_m01_size_assessment_anchored-20260908135449_2.csv.gz
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- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_13/chains/main/h_m01_size_assessment_anchored-20260908135449_3.csv.gz
  sha256: a8a9ec42dfa3d60dc173d3786c39528e719a827aa9f581a38744d9ceb94715dc
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_13/chains/main/h_m01_size_assessment_anchored-20260908135449_4.csv.gz
  sha256: fe11f6e508a3000a59e9f3d27e601e4ef37a5a7f78041604795cc747cc3d8573
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_28/chains/main/h_m01_size_assessment_anchored-20260908163028_1.csv.gz
  sha256: db5fea236cadcca91a00240a55fcc365a5c84a348f5b07e8e634534abadd9ba3
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_28/chains/main/h_m01_size_assessment_anchored-20260908163028_2.csv.gz
  sha256: 38e4ab46fe0a5b603b6bade560352547f8b24313b7153c145bd366f64afdc73d
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_28/chains/main/h_m01_size_assessment_anchored-20260908163028_3.csv.gz
  sha256: 30b40f764f3d93795fedc8f71c732a3c8199bd4d6dff0dd967c425ed7dd9d65f
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_28/chains/main/h_m01_size_assessment_anchored-20260908163028_4.csv.gz
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  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_3/chains/main/h_m01_size_assessment_anchored-20260908114953_1.csv.gz
  sha256: e814d09dbedef8c082a50f8a03daf7fa7f1a3a76e0bc4d89c36bdd8487265379
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_3/chains/main/h_m01_size_assessment_anchored-20260908114953_2.csv.gz
  sha256: 02c41a72217a6977a42db8177fca3b6c0e690919015acbfb3bf3124a1ae5b45d
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- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_3/chains/main/h_m01_size_assessment_anchored-20260908114953_3.csv.gz
  sha256: 6574dd2edc48bd05742dae250cb729ec7c7ea8feb00435c05c8e2d60c9081a11
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_3/chains/main/h_m01_size_assessment_anchored-20260908114953_4.csv.gz
  sha256: 95cf7b3505b15f01bfda6291c8470ba8d5b0970dbc73f234acaeb442271ae2b9
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_33/chains/main/h_m01_size_assessment_anchored-20260908172638_1.csv.gz
  sha256: 3805c982d7b9607b655779357b991c7d156bdbe57bdc456dc2f09d25d34f470c
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_33/chains/main/h_m01_size_assessment_anchored-20260908172638_2.csv.gz
  sha256: d7732c9002a88c872825fb9415a0f09096987b5deec9d94d2bca3ab40fc73198
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_33/chains/main/h_m01_size_assessment_anchored-20260908172638_3.csv.gz
  sha256: 0b4f98558866798f480692b6e5d22b389cdcc0183d56e43d4f5aa0006a3aa3ea
  scope: cmdstan_header
- path: results/parameter_recovery/h_m01_size_assessment_anchored_venture_recovery_pilot_500/superseded_500/iteration_33/chains/main/h_m01_size_assessment_anchored-20260908172638_4.csv.gz
  sha256: a1ee031c5b02f7ac6deb592b6bcd35f686ebe87f96a9705456489570996e10fb
  scope: cmdstan_header
figure_integrity:
  assessed_eta_gaps.png:
    numerical_input_sha256: eb5427febf19fad7ec93a2613b19fe9605b79fab3c9160af0a907141a4d1fef2
    plotting_source_sha256: 33490946cf2e26d6d0039bbf577c5fe52d2ca6bcbd526e936fbb1ad9d457a7a1
  recovery_diagnostics.png:
    numerical_input_sha256: e245bed6e4c68c23943df267781d54ae6a0a3140dede844d8ff681ac7729f88e
    plotting_source_sha256: 33490946cf2e26d6d0039bbf577c5fe52d2ca6bcbd526e936fbb1ad9d457a7a1
  illustrative_softmax.png:
    numerical_input_sha256: 6b820ea3c4c01a334052a74caf8ec478e71091ef4d088ddfe70573068929bb10
    plotting_source_sha256: 33490946cf2e26d6d0039bbf577c5fe52d2ca6bcbd526e936fbb1ad9d457a7a1
exporter_integrity:
  path: _build_evidence.py
  sha256: 10a4380796d5fc059e0bb89acd833361970dcc627524d916bba36f3e84c7ecb4
outputs:
  _evidence.qmd: 333a07a2a19576bcb29fff8662e32ae5a24fb1d2d80b3b2c84c07f18ebfdd85a
  figures/assessed_eta_gaps.png: 734c571387d6ec0fd9d27b43e49afd6012211d88a6c53678325f1e5f1f065bcc
  figures/recovery_diagnostics.png: 37bb0586131699b156f393daebd90efcb0ba0ab9001d30bb621c5831fcc0c663
  figures/illustrative_softmax.png: 5b5f6a84e8ac033a71c956cbfdf1e065406a79c3814f43f9e1ff9a3c7ffbf224
