Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 05:29:54 UTC · snapshot created 2026-10-03 05:30:57 UTC · last check 2026-10-03 07:40:10 UTC

C.16.P:8 - Bias-Annotation

BiasSymptomCorrection
Scalar verdict biasstrong, weak, robust, or high is used as a verdict without characteristic, scale, and comparison reference.Recover the characteristic-scale construction or demote the adjective to ordinary prose.
Proxy promotion biasAn indicator, metric, score, or benchmark result is treated as the thing indicated.Name the direct indicator relation, any proxy relation and distortion risk used by the claim, admissible use, and subject pattern for any wider claim.
Gate-by-number biasA threshold or score is treated as release, readiness, proof, or decision authority.Recover the threshold rule and cite the gate, assurance, decision, or release pattern that actually governs the use.