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A.2.8:7 - Bias Annotation
| Bias risk | Failure | Repair |
|---|
| Record-first bias | A filled form is treated as an obtaining relation. | Test the direct predicate; keep the record as an assertion. |
| Office-label bias | A role, office, or assignment becomes the bearer. | Recover the actual system or party and use the kind or assignment only as a rule ground. |
| Legal-form bias | A maximal legal-policy schema is imposed on every duty. | Keep the direct participants minimal and add grounds or assurance only when the current claim needs them. |
| Evidence-as-constitution | An audit trail is treated as what creates the duty. | Keep support and institution separate. |
| Responsibility overreach | Duty is read as ownership or accountability. | Apply the direct responsibility predicate or return its missing governor. |
| Keyword bias | MUST, SHALL, MAY, or responsible selects an ontology by spelling. | Recover the claim first, then select the exact relation or ordinary non-use. |