{
  "version": "3.0",
  "generatedAt": "2026-09-25T12:25:27.559Z",
  "sourceCodeHashes": {
    "v21": "7055ce9a7cf02702232bb7dcb91a3858579c440e31e967a8adbb6f2ab13b6c87",
    "v3": "345d1dd86b70c557be0d5452f8f1b61d49d87035a72e2e287ce32e65837e15b9"
  },
  "interpretation": "Editorial triage, not probability. Threshold eligibility is not statistical calibration. Null is unevaluated, not a negative. Official findings are separate evidence. No target fraction of flagged contracts.",
  "coverageDefinition": "evaluated/applicable-known checks plus separately displayed unknown-applicability checks; no normalization by missingness",
  "changes": [
    "Amounts do not amplify scores; direct awards and direct repetition include all amounts.",
    "Amount evolution uses comparable relative increase >20%, no EUR50000 threshold.",
    "Single-bid rule requires explicitly competitive procedure, not presumed from missing directAward.",
    "All initial/modification conflicts, duplicate DECP identifiers, unverified dossiers excluded; aggregate audits not individual scoring units.",
    "Official findings removed from heuristic points, still available as evidence/filter/sort."
  ],
  "sensitivityMethod": "Diagnostic reweighting of competition/execution by 0.8/1.2 and 1.2/0.8. Same eligibility, maxima and cap. Spearman uses average ranks for ties, positive baseline scores only, null/zero excluded. Top-20 uses id tie-break solely for reproducibility; ties at cutoff reported. Not validation against ground truth.",
  "reviewMethod": "Queues selected by SHA256(id), two per signal/zero/unevaluated stratum per dataset. This is a reproducible reading queue, NOT completed human review or labelled ground truth.",
  "datasets": {
    "contracts": {
      "rows": 3010,
      "inputSha256": "a02b90a427d9310ec57b6b2a7b18c21d9c999f8ebba0542835c7161a6cdf6400",
      "officialFindings": 8,
      "v21": {
        "positive": 284,
        "zero": 2726
      },
      "v3": {
        "positive": 277,
        "zero": 2665,
        "unevaluated": 68,
        "excluded": 0,
        "indicators": {
          "single-bid": 241,
          "direct-award": 28,
          "long-contract": 8
        },
        "meanEvaluatedChecks": 1.69
      },
      "transitions": {
        "positiveToZero": 1,
        "positiveToUnevaluated": 9,
        "zeroToPositive": 3
      },
      "sensitivity": {
        "competitionLower": {
          "multipliers": {
            "competition": 0.8,
            "execution": 1.2
          },
          "spearmanPositiveOnly": 0.773,
          "positiveRows": 277,
          "topK": 20,
          "topKOverlap": 20,
          "baselineCutoff": 18,
          "baselineCutoffTies": 28,
          "scenarioCutoffTies": 28
        },
        "executionLower": {
          "multipliers": {
            "competition": 1.2,
            "execution": 0.8
          },
          "spearmanPositiveOnly": 1,
          "positiveRows": 277,
          "topK": 20,
          "topKOverlap": 20,
          "baselineCutoff": 18,
          "baselineCutoffTies": 28,
          "scenarioCutoffTies": 28
        }
      },
      "reviewQueue": [
        {
          "stratum": "signal",
          "id": "boamp-25-29702-lot-0000",
          "source": "https://www.boamp.fr/pages/avis/?q=idweb:25-29702",
          "oldScore": 11,
          "v3Score": 12,
          "signals": [
            "single-bid"
          ],
          "evaluated": 3,
          "applicableKnown": 5,
          "unknownApplicability": 2,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "signal",
          "id": "boamp-25-13291-lot-0009",
          "source": "https://www.boamp.fr/pages/avis/?q=idweb:25-13291",
          "oldScore": 8,
          "v3Score": 12,
          "signals": [
            "single-bid"
          ],
          "evaluated": 2,
          "applicableKnown": 5,
          "unknownApplicability": 2,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "zero",
          "id": "boamp-25-15690-lot-0001",
          "source": "https://www.boamp.fr/pages/avis/?q=idweb:25-15690",
          "oldScore": 0,
          "v3Score": 0,
          "signals": [],
          "evaluated": 1,
          "applicableKnown": 4,
          "unknownApplicability": 3,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "zero",
          "id": "boamp-25-24560-lot-0006",
          "source": "https://www.boamp.fr/pages/avis/?q=idweb:25-24560",
          "oldScore": 0,
          "v3Score": 0,
          "signals": [],
          "evaluated": 1,
          "applicableKnown": 4,
          "unknownApplicability": 3,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "unevaluated",
          "id": "boamp-25-37237-lot-0001",
          "source": "https://www.boamp.fr/pages/avis/?q=idweb:25-37237",
          "oldScore": 0,
          "v3Score": null,
          "signals": [],
          "evaluated": 0,
          "applicableKnown": 3,
          "unknownApplicability": 5,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "unevaluated",
          "id": "boamp-25-48619-lot-0001",
          "source": "https://www.boamp.fr/pages/avis/?q=idweb:25-48619",
          "oldScore": 0,
          "v3Score": null,
          "signals": [],
          "evaluated": 0,
          "applicableKnown": 3,
          "unknownApplicability": 5,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        }
      ]
    },
    "decp-history": {
      "rows": 2594,
      "inputSha256": "8f8837d8e9e72e9129b6688e12f615c4354475b0787ba65260b190430bf745c2",
      "officialFindings": 0,
      "v21": {
        "positive": 734,
        "zero": 1860
      },
      "v3": {
        "positive": 404,
        "zero": 1835,
        "unevaluated": 355,
        "excluded": 355,
        "indicators": {
          "single-bid": 119,
          "direct-award": 262,
          "supplier-concentration": 8,
          "repeated-direct-award": 28,
          "repeated-single-bid": 9,
          "long-contract": 1,
          "amount-increase": 24
        },
        "meanEvaluatedChecks": 2.38
      },
      "transitions": {
        "positiveToZero": 323,
        "positiveToUnevaluated": 37,
        "zeroToPositive": 30
      },
      "sensitivity": {
        "competitionLower": {
          "multipliers": {
            "competition": 0.8,
            "execution": 1.2
          },
          "spearmanPositiveOnly": 0.9791,
          "positiveRows": 404,
          "topK": 20,
          "topKOverlap": 18,
          "baselineCutoff": 26,
          "baselineCutoffTies": 8,
          "scenarioCutoffTies": 1
        },
        "executionLower": {
          "multipliers": {
            "competition": 1.2,
            "execution": 0.8
          },
          "spearmanPositiveOnly": 0.9822,
          "positiveRows": 404,
          "topK": 20,
          "topKOverlap": 17,
          "baselineCutoff": 26,
          "baselineCutoffTies": 8,
          "scenarioCutoffTies": 8
        }
      },
      "reviewQueue": [
        {
          "stratum": "signal",
          "id": "decp-21750001600019-2023F12498",
          "source": "https://data.economie.gouv.fr/api/explore/v2.1/catalog/datasets/decp-2022-marches-valides/records?where=acheteur_id%3D%2721750001600019%27+AND+id%3D%272023F12498%27&limit=100",
          "oldScore": 5,
          "v3Score": 18,
          "signals": [
            "direct-award"
          ],
          "evaluated": 3,
          "applicableKnown": 5,
          "unknownApplicability": 0,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "signal",
          "id": "decp-21750001600019-2025T02786",
          "source": "https://data.economie.gouv.fr/api/explore/v2.1/catalog/datasets/decp-2022-marches-valides/records?where=acheteur_id%3D%2721750001600019%27+AND+id%3D%272025T02786%27&limit=100",
          "oldScore": 5,
          "v3Score": 18,
          "signals": [
            "direct-award"
          ],
          "evaluated": 4,
          "applicableKnown": 5,
          "unknownApplicability": 0,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "zero",
          "id": "decp-21750001600019-2025T03045",
          "source": "https://data.economie.gouv.fr/api/explore/v2.1/catalog/datasets/decp-2022-marches-valides/records?where=acheteur_id%3D%2721750001600019%27+AND+id%3D%272025T03045%27&limit=100",
          "oldScore": 0,
          "v3Score": 0,
          "signals": [],
          "evaluated": 2,
          "applicableKnown": 3,
          "unknownApplicability": 3,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "zero",
          "id": "decp-22070001700019-2025TESH246",
          "source": "https://data.economie.gouv.fr/api/explore/v2.1/catalog/datasets/decp-2022-marches-valides/records?where=acheteur_id%3D%2722070001700019%27+AND+id%3D%272025TESH246%27&limit=100",
          "oldScore": 0,
          "v3Score": 0,
          "signals": [],
          "evaluated": 4,
          "applicableKnown": 5,
          "unknownApplicability": 1,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "unevaluated",
          "id": "decp-21750001600019-2024S07238",
          "source": "https://data.economie.gouv.fr/api/explore/v2.1/catalog/datasets/decp-2022-marches-valides/records?where=acheteur_id%3D%2721750001600019%27+AND+id%3D%272024S07238%27&limit=100",
          "oldScore": 0,
          "v3Score": null,
          "signals": [],
          "evaluated": 0,
          "applicableKnown": 0,
          "unknownApplicability": 8,
          "excludedReason": "Conflicting versions: calculations excluded.",
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "unevaluated",
          "id": "decp-21750001600019-2024T10203",
          "source": "https://data.economie.gouv.fr/api/explore/v2.1/catalog/datasets/decp-2022-marches-valides/records?where=acheteur_id%3D%2721750001600019%27+AND+id%3D%272024T10203%27&limit=100",
          "oldScore": 0,
          "v3Score": null,
          "signals": [],
          "evaluated": 0,
          "applicableKnown": 0,
          "unknownApplicability": 8,
          "excludedReason": "Conflicting versions: calculations excluded.",
          "reviewStatus": "queued-not-ground-truth"
        }
      ]
    },
    "decp-cities": {
      "rows": 1270,
      "inputSha256": "d5126b0742d27858d68acc4b63c7a967db9653fd7cfbd96e1bfef6c98cfd1184",
      "officialFindings": 0,
      "v21": {
        "positive": 233,
        "zero": 1037
      },
      "v3": {
        "positive": 124,
        "zero": 974,
        "unevaluated": 172,
        "excluded": 172,
        "indicators": {
          "single-bid": 52,
          "long-contract": 4,
          "direct-award": 66,
          "repeated-direct-award": 3,
          "amount-increase": 2,
          "repeated-single-bid": 11
        },
        "meanEvaluatedChecks": 1.96
      },
      "transitions": {
        "positiveToZero": 113,
        "positiveToUnevaluated": 0,
        "zeroToPositive": 4
      },
      "sensitivity": {
        "competitionLower": {
          "multipliers": {
            "competition": 0.8,
            "execution": 1.2
          },
          "spearmanPositiveOnly": 0.9578,
          "positiveRows": 124,
          "topK": 20,
          "topKOverlap": 18,
          "baselineCutoff": 18,
          "baselineCutoffTies": 66,
          "scenarioCutoffTies": 66
        },
        "executionLower": {
          "multipliers": {
            "competition": 1.2,
            "execution": 0.8
          },
          "spearmanPositiveOnly": 0.9863,
          "positiveRows": 124,
          "topK": 20,
          "topKOverlap": 20,
          "baselineCutoff": 18,
          "baselineCutoffTies": 66,
          "scenarioCutoffTies": 66
        }
      },
      "reviewQueue": [
        {
          "stratum": "signal",
          "id": "decp-21440109300015-2025S00012",
          "source": "https://data.economie.gouv.fr/api/explore/v2.1/catalog/datasets/decp-2022-marches-valides/records?where=acheteur_id%3D%2721440109300015%27+AND+datenotification+%3E%3D+%272024-01-01%27+AND+datenotification+%3C+%272026-01-01%27+AND+id%3D%272025S00012%27&limit=100&order_by=datenotification+asc%2Cid+asc",
          "oldScore": 5,
          "v3Score": 18,
          "signals": [
            "direct-award"
          ],
          "evaluated": 3,
          "applicableKnown": 5,
          "unknownApplicability": 0,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "signal",
          "id": "decp-21350238800019-2024S00060",
          "source": "https://data.economie.gouv.fr/api/explore/v2.1/catalog/datasets/decp-2022-marches-valides/records?where=acheteur_id%3D%2721350238800019%27+AND+datenotification+%3E%3D+%272024-01-01%27+AND+datenotification+%3C+%272026-01-01%27+AND+id%3D%272024S00060%27&limit=100&order_by=datenotification+asc%2Cid+asc",
          "oldScore": 5,
          "v3Score": 18,
          "signals": [
            "direct-award"
          ],
          "evaluated": 4,
          "applicableKnown": 5,
          "unknownApplicability": 0,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "zero",
          "id": "decp-21440109300015-2025T00219",
          "source": "https://data.economie.gouv.fr/api/explore/v2.1/catalog/datasets/decp-2022-marches-valides/records?where=acheteur_id%3D%2721440109300015%27+AND+datenotification+%3E%3D+%272024-01-01%27+AND+datenotification+%3C+%272026-01-01%27+AND+id%3D%272025T00219%27&limit=100&order_by=datenotification+asc%2Cid+asc",
          "oldScore": 0,
          "v3Score": 0,
          "signals": [],
          "evaluated": 2,
          "applicableKnown": 3,
          "unknownApplicability": 3,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "zero",
          "id": "decp-21210231300013-2024DMPA06",
          "source": "https://data.economie.gouv.fr/api/explore/v2.1/catalog/datasets/decp-2022-marches-valides/records?where=acheteur_id%3D%2721210231300013%27+AND+datenotification+%3E%3D+%272024-01-01%27+AND+datenotification+%3C+%272026-01-01%27+AND+id%3D%272024DMPA06%27&limit=100&order_by=datenotification+asc%2Cid+asc",
          "oldScore": 0,
          "v3Score": 0,
          "signals": [],
          "evaluated": 1,
          "applicableKnown": 4,
          "unknownApplicability": 3,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "unevaluated",
          "id": "decp-21440109300015-2024F00023",
          "source": "https://data.economie.gouv.fr/api/explore/v2.1/catalog/datasets/decp-2022-marches-valides/records?where=acheteur_id%3D%2721440109300015%27+AND+datenotification+%3E%3D+%272024-01-01%27+AND+datenotification+%3C+%272026-01-01%27+AND+id%3D%272024F00023%27&limit=100&order_by=datenotification+asc%2Cid+asc",
          "oldScore": 0,
          "v3Score": null,
          "signals": [],
          "evaluated": 0,
          "applicableKnown": 0,
          "unknownApplicability": 8,
          "excludedReason": "Conflicting versions: calculations excluded.",
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "unevaluated",
          "id": "decp-21330063500017-2025G0",
          "source": "https://data.economie.gouv.fr/api/explore/v2.1/catalog/datasets/decp-2022-marches-valides/records?where=acheteur_id%3D%2721330063500017%27+AND+datenotification+%3E%3D+%272024-01-01%27+AND+datenotification+%3C+%272026-01-01%27+AND+id%3D%272025G0%27&limit=100&order_by=datenotification+asc%2Cid+asc",
          "oldScore": 0,
          "v3Score": null,
          "signals": [],
          "evaluated": 0,
          "applicableKnown": 0,
          "unknownApplicability": 8,
          "excludedReason": "Conflicting versions: calculations excluded.",
          "reviewStatus": "queued-not-ground-truth"
        }
      ]
    },
    "consultations": {
      "rows": 10,
      "inputSha256": "3bacd53cad545018ca51720273f639f535fdc7951059ee05d9b7fbf8231c3680",
      "officialFindings": 0,
      "v21": {
        "positive": 0,
        "zero": 10
      },
      "v3": {
        "positive": 0,
        "zero": 0,
        "unevaluated": 10,
        "excluded": 0,
        "indicators": {},
        "meanEvaluatedChecks": 0
      },
      "transitions": {
        "positiveToZero": 0,
        "positiveToUnevaluated": 0,
        "zeroToPositive": 0
      },
      "sensitivity": {
        "competitionLower": {
          "multipliers": {
            "competition": 0.8,
            "execution": 1.2
          },
          "spearmanPositiveOnly": null,
          "positiveRows": 0,
          "topK": 0,
          "topKOverlap": 0,
          "baselineCutoff": null,
          "baselineCutoffTies": 0,
          "scenarioCutoffTies": 0
        },
        "executionLower": {
          "multipliers": {
            "competition": 1.2,
            "execution": 0.8
          },
          "spearmanPositiveOnly": null,
          "positiveRows": 0,
          "topK": 0,
          "topKOverlap": 0,
          "baselineCutoff": null,
          "baselineCutoffTies": 0,
          "scenarioCutoffTies": 0
        }
      },
      "reviewQueue": [
        {
          "stratum": "unevaluated",
          "id": "boamp-consultation-25-12212",
          "source": "https://www.boamp.fr/pages/avis/?q=idweb:25-12212",
          "oldScore": 0,
          "v3Score": null,
          "signals": [],
          "evaluated": 0,
          "applicableKnown": 0,
          "unknownApplicability": 0,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "unevaluated",
          "id": "boamp-consultation-25-12216",
          "source": "https://www.boamp.fr/pages/avis/?q=idweb:25-12216",
          "oldScore": 0,
          "v3Score": null,
          "signals": [],
          "evaluated": 0,
          "applicableKnown": 0,
          "unknownApplicability": 0,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        }
      ]
    },
    "tours-notices": {
      "rows": 66,
      "inputSha256": "d7f6e50a7348c046847f9705c42fa78109f3be3048931929a8efad0e29d9a147",
      "officialFindings": 0,
      "v21": {
        "positive": 0,
        "zero": 66
      },
      "v3": {
        "positive": 0,
        "zero": 0,
        "unevaluated": 66,
        "excluded": 0,
        "indicators": {},
        "meanEvaluatedChecks": 0
      },
      "transitions": {
        "positiveToZero": 0,
        "positiveToUnevaluated": 0,
        "zeroToPositive": 0
      },
      "sensitivity": {
        "competitionLower": {
          "multipliers": {
            "competition": 0.8,
            "execution": 1.2
          },
          "spearmanPositiveOnly": null,
          "positiveRows": 0,
          "topK": 0,
          "topKOverlap": 0,
          "baselineCutoff": null,
          "baselineCutoffTies": 0,
          "scenarioCutoffTies": 0
        },
        "executionLower": {
          "multipliers": {
            "competition": 1.2,
            "execution": 0.8
          },
          "spearmanPositiveOnly": null,
          "positiveRows": 0,
          "topK": 0,
          "topKOverlap": 0,
          "baselineCutoff": null,
          "baselineCutoffTies": 0,
          "scenarioCutoffTies": 0
        }
      },
      "reviewQueue": [
        {
          "stratum": "unevaluated",
          "id": "tours-notice-25-127197-LOT-0003",
          "source": "https://www.boamp.fr/pages/avis/?q=idweb:25-127197",
          "oldScore": 0,
          "v3Score": null,
          "signals": [],
          "evaluated": 0,
          "applicableKnown": 0,
          "unknownApplicability": 1,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        },
        {
          "stratum": "unevaluated",
          "id": "tours-notice-25-53171-LOT-0001",
          "source": "https://www.boamp.fr/pages/avis/?q=idweb:25-53171",
          "oldScore": 0,
          "v3Score": null,
          "signals": [],
          "evaluated": 0,
          "applicableKnown": 1,
          "unknownApplicability": 0,
          "excludedReason": null,
          "reviewStatus": "queued-not-ground-truth"
        }
      ]
    }
  }
}