Library / First Principles Framework (FPF) - Core Conceptual Specification
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Source changed 2026-10-03 16:02:47 UTC · snapshot created 2026-10-03 16:03:51 UTC · last check 2026-10-03 16:45:04 UTC

B.2.P:5.7 - Bias-Annotation

BiasHow B.2.P prevents it
Emergence-as-root-kind biasThe recovery starts from EntityOfConcern, claim kind, and subject pattern; no generic U.Emergence is introduced.
Collection-agency biasCollective nouns are separated into membership set, constructed whole, acting collective system, whole-level characteristic bearer, or candidate new holon named by an MHT claim.
Metric-as-whole biasBenchmark jumps and characteristic changes stay with C.16, A.10, C.29, source-use, and evaluation patterns unless B.2 whole reidentification is still live.
Math-lens-as-ontology biasGraph, scale, morphism, benchmark, and MSPD expressions stay mathematical-lens or evaluation material until the in-life EntityOfConcern is recovered.
Source-mnemonic biasMET, MFT, promotion, and post* spellings remain recognition cues until the concrete thing or claim and its direct pattern are named.