Library / Narrativization and Narrative Studies Principles Framework
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NSTD.6:6 - Bias-Annotation

This pattern blocks proxy-as-quality drift: readability, fluency, liking, engagement, expert approval, or generated-text benchmark value replaces object-kind fit and declared-use rendering quality. It also blocks the opposite drift where a test program is treated as the characteristic itself. Repair by selecting the evaluated object kind, scales, value meanings, evidence basis, missingness and lowering rules, floor, result rows, and repair actions. Scope: DPF-local for evaluating narrative rendering versions; it does not govern evidence, assurance, gate, decision, or publication authority.