{"judgments":[{"dependent":"Gender","decision":"rescue","confidence":0.72,"reason_code":"dominant_majority_dirty_rows","reason_refers_to":null,"rationale":"Only the blank-prefix group disagrees, and its values are two spellings of 'unknown' (\"na\" vs blank), a missing-value encoding inconsistency rather than a second real gender. Mr./Mrs./Ms. map cleanly to M/F/F.","request_escalation":false,"claims":{"repetition":"repeated_owners","population":"measured_eligible_rows","collision":{"direction":"forward","columns":["Gender"],"conflicting_values":["na","")],"evidence_refs":["violating_groups","measured_shape"],"basis":"observed_in_evidence"},"scope_claim":null,"evidence_refs":["candidate","violating_groups","measured_shape","paired_values"]},"scope":{"owning_determinant":["Prefix"],"interpretation":"entity_property","population":"all_eligible_rows","conditions":[],"basis":"An honorific implies gender by convention (Mr. to M, Mrs./Ms. to F). The only disagreement sits in the placeholder blank-prefix group, where \"na\" and blank both encode a missing value. The 3 blank-gender rows in that group are the quarantine set.","evidence":["paired_values","measured_shape","other_columns_in_this_table"]}}]}