CANONICAL TYPE REFERENCE

OperationRiskPredictionOutput

ML-predicted risk for an operation from the outcome classifier — flags operations likely to trigger audit warnings before problems manifest

operationIdString!

Operation this prediction applies to

predictedOutcomeString!

Predicted audit outcome class: pass, warning, or critical

confidenceFloat

XGBoost classification confidence (0–1). Null when not available.

topRiskFactors[MLRiskContributionOutput!]

Top contributing features that drove the prediction (SHAP values). Positive values push toward warning/critical. Null when model does not support contributions.

View exact SDL

"""
ML-predicted risk for an operation from the outcome classifier — flags operations likely to trigger audit warnings before problems manifest
"""
type OperationRiskPredictionOutput {
  """Operation this prediction applies to"""
  operationId: String!
  """Predicted audit outcome class: pass, warning, or critical"""
  predictedOutcome: String!
  """XGBoost classification confidence (0–1). Null when not available."""
  confidence: Float
  """
  Top contributing features that drove the prediction (SHAP values). Positive values push toward warning/critical. Null when model does not support contributions.
  """
  topRiskFactors: [MLRiskContributionOutput!]
}

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