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sample_output.json

{
  "tool": "ReviewQueue 0.6",
  "model": "scikit-learn IsolationForest",
  "features": [
    "signed_log_amount",
    "log_quantity",
    "signed_log_unit_amount"
  ],
  "reference_models": {
    "USD": {
      "reference_rows": 40,
      "status": "trained",
      "flag_policy": "model_outlier_and_outside_reference_support",
      "feature_bounds": [
        [
          4.394449154672439,
          5.0689042022202315
        ],
        [
          0.6931471805599453,
          0.6931471805599453
        ],
        [
          4.394449154672439,
          5.0689042022202315
        ]
      ],
      "policy_notice": "Conservative review policy; can miss interior anomalies. Not a calibrated probability."
    }
  },
  "input_rows": 6,
  "output_rows": 6,
  "review_rows": 4,
  "notice": "Review hints only. Scores are not probabilities. No fraud, accounting, legal, or payment decision is made.",
  "rows": [
    {
      "row_number": 1,
      "original": {
        "record_id": "00001",
        "currency": "USD",
        "quantity": "1",
        "amount": "119.00",
        "note": "Synthetic normal record"
      },
      "flags": [],
      "ml": {
        "status": "scored",
        "decision_score": 0.0345131,
        "reference_currency": "USD",
        "model_candidate": false,
        "outside_reference_support": false
      },
      "needs_review": false
    },
    {
      "row_number": 2,
      "original": {
        "record_id": "00002",
        "currency": "USD",
        "quantity": "20",
        "amount": "99000.00",
        "note": "Synthetic unusual record, not known error"
      },
      "flags": [
        "model_unusual_for_reference"
      ],
      "ml": {
        "status": "scored",
        "decision_score": -0.11076892,
        "reference_currency": "USD",
        "model_candidate": true,
        "outside_reference_support": true
      },
      "needs_review": true
    },
    {
      "row_number": 3,
      "original": {
        "record_id": "00003",
        "currency": "USD",
        "quantity": "1",
        "amount": "130.00"
      },
      "flags": [
        "repeated_record_id"
      ],
      "ml": {
        "status": "scored",
        "decision_score": 0.02420376,
        "reference_currency": "USD",
        "model_candidate": false,
        "outside_reference_support": false
      },
      "needs_review": true
    },
    {
      "row_number": 4,
      "original": {
        "record_id": "00003",
        "currency": "USD",
        "quantity": "1",
        "amount": "130.00"
      },
      "flags": [
        "repeated_record_id"
      ],
      "ml": {
        "status": "scored",
        "decision_score": 0.02420376,
        "reference_currency": "USD",
        "model_candidate": false,
        "outside_reference_support": false
      },
      "needs_review": true
    },
    {
      "row_number": 5,
      "original": {
        "record_id": "00004",
        "currency": "USD",
        "quantity": "1",
        "amount": "1,234.50"
      },
      "flags": [
        "ambiguous_or_invalid_number"
      ],
      "ml": {
        "status": "not_scored",
        "reason": "invalid_numeric_fields"
      },
      "needs_review": true
    },
    {
      "row_number": 6,
      "original": {
        "record_id": "00005",
        "currency": "UZS",
        "quantity": "1",
        "amount": "1200000.00"
      },
      "flags": [],
      "ml": {
        "status": "not_scored",
        "reason": "no_sufficient_same_currency_reference"
      },
      "needs_review": false
    }
  ],
  "source_sha256": "8701fb0699cd924e0c0d6adb564dd60f4a46a990eab3bd5df2b128d09042ac9c"
}