Library / Method Engineering Principles Framework
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ME.19:6 - Bias-Annotation

Recurring biasLikely driftRepair
chronology biasEarlier and later events become cause and effect.Return the descriptive sequence first and open C.28 only for a named causal use.
survival biasCurrent variants hide abandoned or excluded alternatives.Seek abandoned variants, negative cases, and source gaps before grading links.
fashion-metric biaspublication count, search frequency, or institutional promotion becomes adoption or effectiveness evidence.Treat it as a possible diffusion indicator with scope and rivals, not a causal result.
family-label biasA local grouping becomes a professional family explanandum.Require independent family membership or explain named Methods and relations instead.
history-authority biasA differentiation account chooses today’s architecture.Keep current decision criteria, authority, causal boundary, and trial stops in the downstream pattern.