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CANONICAL TYPE REFERENCE

FindingEnrichmentOutput

Multi-horizon baseline enrichment with regression-based trend analysis and ML prediction for an audit finding

Operation this enrichment applies to

Multi-horizon baselines (7d/30d/90d) for the relevant metric. Null when no historical data exists.

30-day rolling baseline (backwards-compatible shorthand for baselines.days30). Null when no historical data exists.

Current value / 30-day baseline median. > 1.0 means above baseline. Null when no baseline exists.

Regression-based trend direction: rising, falling, stable, or insufficient_data. Uses linear regression over daily values with |correlation| >= 0.3 as significance threshold.

Full regression trend details (slope, correlation, R²). Null when insufficient data for regression.

How this work center compares to peers in its production cell. Null when no cell assigned.

ML-predicted waste value for this specific operation context from the waste predictor. Null when no trained model exists or finding is not waste-related.

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"""
Multi-horizon baseline enrichment with regression-based trend analysis and ML prediction for an audit finding
"""
type FindingEnrichmentOutput {
  """Operation this enrichment applies to"""
  operationId: String!
  """
  Multi-horizon baselines (7d/30d/90d) for the relevant metric. Null when no historical data exists.
  """
  baselines: HorizonBaselinesOutput
  """
  30-day rolling baseline (backwards-compatible shorthand for baselines.days30). Null when no historical data exists.
  """
  workCenterBaseline: BaselineStatsOutput
  """
  Current value / 30-day baseline median. > 1.0 means above baseline. Null when no baseline exists.
  """
  deviationFactor: Float
  """
  Regression-based trend direction: rising, falling, stable, or insufficient_data. Uses linear regression over daily values with |correlation| >= 0.3 as significance threshold.
  """
  trendDirection: String
  """
  Full regression trend details (slope, correlation, R²). Null when insufficient data for regression.
  """
  trend: MetricTrendOutput
  """
  How this work center compares to peers in its production cell. Null when no cell assigned.
  """
  cellComparison: CellComparisonSummaryOutput
  """
  ML-predicted waste value for this specific operation context from the waste predictor. Null when no trained model exists or finding is not waste-related.
  """
  mlPrediction: MLPredictionOutput
}

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