Library / First Principles Framework (FPF) - Core Conceptual Specification
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A.2:6 - Bias Annotation

Bias riskFailureRepair
Lexical biasA familiar role label is treated as a kind, judgment, or assignment.Do not let the familiar word decide. Say which systems can count, which work-facing condition separates members from relevant non-members, and what preserves that distinction; keep ordinary wording Plain when no technical object is needed.
Document biasA taxonomy, description, card, or publication is treated as the kind or assignment.Keep the episteme and publication relation separate from the governed world-side values.
Episteme-as-agent driftA standard, report, dataset, or model is said to perform Work.Name the performer system and Work occurrence; keep the episteme in its evidence, reliance, external-rule, source-use, or publication relation.
Global-label biasMatching names are treated as matching kinds or sufficient permission for cross-local use.Keep local identities separate and establish only the C.3.3 kind relation, any F.9 local-sense relation, and the bounded-use claim that actually obtain.
Assignment-membership circularityAssignment proves classification or classification creates assignment.Evaluate direct features first; use assignment only when the signature explicitly cites an independently obtaining assignment predicate.
Slot-role driftA relation participant becomes a system-held role because a source labels the position role.Recover the exact participant meaning, SlotKind, and ValueKind under A.6.RSIR.
Capability-role driftAssignment or kind membership is treated as proof of ability.Use A.2.2 and a separate capability-fit predicate.
Method-role driftA system-role kind is treated as the Method or MethodDescription used for Work.Keep Method, MethodDescription, admission condition, assignment, and Work occurrence under A.3 and A.15.
Responsibility-role driftA system-role kind or assignment is treated as the responsibility result.Cite the admitted responsibility predicate and actual bearer, or return missing-governor.
Role mereologyState, capability, responsibility, or Work is modeled as a part of a role.Recover another kind, relation among kinds, or the direct neighboring object and relation.