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Anomaly Detection

The anomaly detection engine runs five structural detectors across case data to surface potential quality issues:

Anomaly detectors

ParameterTypeDescription
Validation ClusterD1Multiple validation failures concentrated in the same document or field group.
Field ConflictD2The same field has contradictory values across documents in a case.
Duplicate Key DivergenceD3Documents share a link key value but differ on fields that should match.
Missing Document TypeD4A case template expects a document type that is absent from this case.
Value ReuseD5Identical values appear across unrelated fields, suggesting copy-paste or extraction errors.

Anomalies appear in the Anomalies tab of the case detail page (Advanced mode). Each anomaly card shows severity, affected fields, and a dismiss button. Dismissed anomalies are hidden by default but visible via the show dismissed toggle.