{
  "unit": "decision_policy_on_test_predictions",
  "release_status": "block",
  "inputs": {
    "data_path": "data/decision_predictions.csv",
    "policy_path": "contracts/slice_decision_policy.json",
    "data_sha256": "18a9ab02683ed1f5b97eb0316efae9a0342fd4e63679dd327a40868e2bcc70b5",
    "policy_sha256": "96c1b1401974e023ac726b8f08e93bf0775c6f92d2509287137b97c9bb51d07c"
  },
  "policy": {
    "policy_id": "f8-c05-slice-decision-policy",
    "versión": "2026-06-07",
    "evaluation_split": "test",
    "threshold_source": "validation-v1-frozen-before-test",
    "score_field": "score",
    "label_field": "true_priority",
    "positive_label": 1,
    "decision_labels": {
      "positive": "priorizar",
      "negative": "normal",
      "review": "revisar"
    },
    "thresholds": {
      "positive_if_score_gte": 0.78,
      "negative_if_score_lt": 0.38
    },
    "audit_fields": [
      "product",
      "channel",
      "language",
      "access_need",
      "student_profile"
    ],
    "intersectional_slices": [
      [
        "language",
        "access_need"
      ],
      [
        "product",
        "access_need"
      ]
    ],
    "fields_not_for_model": [
      "access_need",
      "student_profile"
    ],
    "minimums": {
      "slice_n": 4,
      "positive_n": 2,
      "negative_n": 2
    },
    "costs": {
      "false_negative": 8.0,
      "false_positive": 3.0,
      "review": 1.2
    },
    "gates": {
      "min_global_safety_capture": 0.88,
      "max_global_miss_rate": 0.12,
      "max_auto_recall_gap": 0.25,
      "max_miss_rate_gap": 0.2,
      "max_false_positive_rate_gap": 0.25,
      "max_review_rate_gap": 0.35,
      "max_cost_per_case_gap": 2.0,
      "max_latency_p95_ms": 650
    },
    "critical_slices": [
      "access_need=si",
      "language=en",
      "product=practicas|access_need=si"
    ],
    "release_status_meaning": {
      "pass": "La política cumple gates mínimos y puede pasar a revisión final del equipo.",
      "review": "Hay señales que requieren mirar casos, ampliar muestra o ajustar el proceso antes de automatizar más.",
      "block": "La política no debe automatizarse en su forma actual."
    }
  },
  "overall": {
    "slice_id": "overall",
    "field": null,
    "value": null,
    "n": 36,
    "positives": 18,
    "negatives": 18,
    "tp": 8,
    "fp": 1,
    "fn": 4,
    "tn": 10,
    "review": 13,
    "automated": 23,
    "priority_rate": 0.25,
    "review_rate": 0.3611,
    "automation_rate": 0.6389,
    "auto_recall": 0.4444,
    "auto_recall_interval": [
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      0.6628
    ],
    "miss_rate": 0.2222,
    "safety_capture": 0.7778,
    "false_positive_rate": 0.0556,
    "precision": 0.8889,
    "cost_total": 50.6,
    "cost_per_case": 1.4056,
    "latency_p95_ms": 552.0
  },
  "slice_metrics": [
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      "field": "product",
      "value": "becas",
      "n": 9,
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      "auto_recall": 0.4,
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      "miss_rate": 0.0,
      "safety_capture": 1.0,
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      "cost_total": 4.8,
      "cost_per_case": 0.5333,
      "latency_p95_ms": 505.0
    },
    {
      "slice_id": "product=matricula",
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      "value": "matricula",
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      "latency_p95_ms": 528.0
    },
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      "value": "practicas",
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    },
    {
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      "auto_recall_interval": [
        0,
        0.7935
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      "safety_capture": 0.0,
      "false_positive_rate": 0.0,
      "precision": null,
      "cost_total": 9.2,
      "cost_per_case": 4.6,
      "latency_p95_ms": 528.0
    },
    {
      "slice_id": "product=practicas|access_need=no",
      "field": "product+access_need",
      "value": "product=practicas|access_need=no",
      "n": 5,
      "positives": 3,
      "negatives": 2,
      "tp": 2,
      "fp": 0,
      "fn": 0,
      "tn": 2,
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        0.9385
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    },
    {
      "slice_id": "product=practicas|access_need=si",
      "field": "product+access_need",
      "value": "product=practicas|access_need=si",
      "n": 4,
      "positives": 2,
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      "tp": 0,
      "fp": 0,
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      "tn": 0,
      "review": 2,
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      "priority_rate": 0.0,
      "review_rate": 0.5,
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      "auto_recall_interval": [
        0,
        0.6576
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      "cost_total": 18.4,
      "cost_per_case": 4.6,
      "latency_p95_ms": 548.0
    },
    {
      "slice_id": "product=titulos|access_need=no",
      "field": "product+access_need",
      "value": "product=titulos|access_need=no",
      "n": 5,
      "positives": 2,
      "negatives": 3,
      "tp": 2,
      "fp": 1,
      "fn": 0,
      "tn": 2,
      "review": 0,
      "automated": 5,
      "priority_rate": 0.6,
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      "auto_recall": 1.0,
      "auto_recall_interval": [
        0.3424,
        1
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      "miss_rate": 0.0,
      "safety_capture": 1.0,
      "false_positive_rate": 0.3333,
      "precision": 0.6667,
      "cost_total": 3.0,
      "cost_per_case": 0.6,
      "latency_p95_ms": 435.0
    },
    {
      "slice_id": "product=titulos|access_need=si",
      "field": "product+access_need",
      "value": "product=titulos|access_need=si",
      "n": 4,
      "positives": 2,
      "negatives": 2,
      "tp": 0,
      "fp": 0,
      "fn": 1,
      "tn": 1,
      "review": 2,
      "automated": 2,
      "priority_rate": 0.0,
      "review_rate": 0.5,
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      "auto_recall": 0.0,
      "auto_recall_interval": [
        0,
        0.6576
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      "miss_rate": 0.5,
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      "cost_total": 10.4,
      "cost_per_case": 2.6,
      "latency_p95_ms": 560.0
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  ],
  "disparities": {
    "auto_recall": {
      "min_slice": "access_need=si",
      "min": 0.0,
      "max_slice": "product=titulos|access_need=no",
      "max": 1.0,
      "gap": 1.0,
      "count": 26
    },
    "miss_rate": {
      "min_slice": "product=becas",
      "min": 0.0,
      "max_slice": "product=practicas|access_need=si",
      "max": 1.0,
      "gap": 1.0,
      "count": 26
    },
    "false_positive_rate": {
      "min_slice": "product=becas",
      "min": 0.0,
      "max_slice": "product=titulos|access_need=no",
      "max": 0.3333,
      "gap": 0.3333,
      "count": 26
    },
    "review_rate": {
      "min_slice": "product=titulos|access_need=no",
      "min": 0.0,
      "max_slice": "language=en|access_need=si",
      "max": 0.75,
      "gap": 0.75,
      "count": 26
    },
    "priority_rate": {
      "min_slice": "access_need=si",
      "min": 0.0,
      "max_slice": "product=titulos|access_need=no",
      "max": 0.6,
      "gap": 0.6,
      "count": 26
    },
    "cost_per_case": {
      "min_slice": "product=practicas|access_need=no",
      "min": 0.24,
      "max_slice": "product=practicas|access_need=si",
      "max": 4.6,
      "gap": 4.36,
      "count": 26
    }
  },
  "flags": [
    {
      "severity": "block",
      "kind": "global_safety_capture",
      "message": "La captura global de casos prioritarios queda por debajo del mínimo.",
      "value": 0.7778,
      "threshold": 0.88
    },
    {
      "severity": "block",
      "kind": "global_miss_rate",
      "message": "La tasa global de casos prioritarios enviados a flujo normal es demasiado alta.",
      "value": 0.2222,
      "threshold": 0.12
    },
    {
      "severity": "review",
      "kind": "auto_recall_gap",
      "message": "La diferencia entre slices en auto_recall supera el gate.",
      "value": 1.0,
      "threshold": 0.25,
      "min_slice": "access_need=si",
      "max_slice": "product=titulos|access_need=no"
    },
    {
      "severity": "review",
      "kind": "miss_rate_gap",
      "message": "La diferencia entre slices en miss_rate supera el gate.",
      "value": 1.0,
      "threshold": 0.2,
      "min_slice": "product=becas",
      "max_slice": "product=practicas|access_need=si"
    },
    {
      "severity": "review",
      "kind": "false_positive_rate_gap",
      "message": "La diferencia entre slices en false_positive_rate supera el gate.",
      "value": 0.3333,
      "threshold": 0.25,
      "min_slice": "product=becas",
      "max_slice": "product=titulos|access_need=no"
    },
    {
      "severity": "review",
      "kind": "review_rate_gap",
      "message": "La diferencia entre slices en review_rate supera el gate.",
      "value": 0.75,
      "threshold": 0.35,
      "min_slice": "product=titulos|access_need=no",
      "max_slice": "language=en|access_need=si"
    },
    {
      "severity": "review",
      "kind": "cost_per_case_gap",
      "message": "La diferencia entre slices en cost_per_case supera el gate.",
      "value": 4.36,
      "threshold": 2.0,
      "min_slice": "product=practicas|access_need=no",
      "max_slice": "product=practicas|access_need=si"
    },
    {
      "severity": "block",
      "kind": "critical_slice_miss",
      "slice_id": "language=en",
      "message": "Un slice crítico contiene casos prioritarios enviados a flujo normal.",
      "value": 0.25,
      "threshold": 0
    },
    {
      "severity": "block",
      "kind": "critical_slice_miss",
      "slice_id": "access_need=si",
      "message": "Un slice crítico contiene casos prioritarios enviados a flujo normal.",
      "value": 0.6667,
      "threshold": 0
    },
    {
      "severity": "review",
      "kind": "small_slice",
      "slice_id": "product=becas|access_need=si",
      "message": "Slice con muestra insuficiente para sostener una conclusion.",
      "value": 2,
      "threshold": 4
    },
    {
      "severity": "review",
      "kind": "small_slice",
      "slice_id": "product=matricula|access_need=si",
      "message": "Slice con muestra insuficiente para sostener una conclusion.",
      "value": 2,
      "threshold": 4
    },
    {
      "severity": "block",
      "kind": "critical_slice_miss",
      "slice_id": "product=practicas|access_need=si",
      "message": "Un slice crítico contiene casos prioritarios enviados a flujo normal.",
      "value": 1.0,
      "threshold": 0
    }
  ]
}