A benefits application was provisionally paused after an identity-anomaly model detected inconsistent address records.
Two source systems contained different addresses. No fraud event was independently verified.
Possible identity mismatch. This is an inference, not a finding of fraud.
Whether the person recently moved, whether one source is stale, and whether both records refer to the same current residence.
A benefits interruption could cause material harm if executed before the data discrepancy is resolved.
Proposed Due-Process Latency and Prediction–Evidence Separation rules.
Reversible verification hold; no fraud label; no unrelated export.
Request one confirming document or authoritative database correction before withholding funds.
Immediate human/independent review with authority to override the model.
The anomaly flag expires after verification and cannot become a permanent character marker.
Only the program verification function; recipients must be logged.
Any recipient of the provisional flag receives the correction and must stop using stale derived status.