Library / First Principles Framework (FPF) - Core Conceptual Specification
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B.3.5:10 - Bias-Annotation (auditable, human-first)

The purpose of this section is to make typical cognitive slips visible and name the counter-moves an author or assurance reader should apply in thought—not with tools. These biases are generic; the remedies point to neighboring FPF guard-rails and patterns.

Bias (name)Symptom in the modelCognitive counter‑move (conceptual only)Where to check
Formalism captureA trace, constructor expression, or validationMode is treated as the source of the direct relation or whole identity.Recover the exact participants, direct relation occurrences, construction rule, and identity or reidentification rule first. Treat the trace as a current C.2.1 account and the mode as the author’s assurance posture.CC‑CT2R‑1, CC‑CT2R‑2, CC‑CT2R‑3; C.13 trace separation.
Canonical inversionB.3.5 fields are demanded before direct use, or one assurance branch is imposed on every relation.Use the direct claim first. After election, use the applicable branch: structural parthood or collection belonging takes its required axiomatic trace; other permitted claims may use inferential or postulate support.CC-CT2R-2, CC-CT2R-3, CC-CT2R-5.
Order/time leakageInferring parthood from sequence, parallelism or interval inclusion alone.Recover the independent part relation under A.15.1 or A.14 when it obtains, and keep Method/order/time claims separate.B.1.5, C.27 and B.1.4; A.15.1 or A.14 for the exact part/phase claim.
Notation lock‑inLetting a diagram or syntax define the meaning (“it’s true because the diagram says so”).Enforce Notational Independence: meaning is defined in prose/maths; renderings are illustrative only.Part E guard‑rail on notational independence.
Unexamined mapping fitA composed claim relies on a mapping without inspecting preserved and lost distinctions.State the exact mapping, its applicability and loss. Use a numeric reliability consequence only when the receiving model establishes its meaning and calculation; ordinal CL alone is insufficient.B.3 and the direct mapping or representation pattern.
Collection/composition swapA belongs-to predicate is used as PartOf, or a part claim is used as collection belonging, and reliability is carried over as if both were one construction.State collection belonging and constructive parthood separately under A.14. When both obtain, keep both claims and their different set and sum accounts.A.14 and C.13.
DesignRunTag chimeraMixing design‑time and run‑time evidence into one “assurance” line.Split the scope of the claim: S ∈ {design, run}; compare side‑by‑side rather than merging.B.3:4.8 and its “Design/run chimera” anti-pattern.

Reader reminder. Bias audit is a reading aid. It never licenses tooling talk in Core; use the guard‑rails in Part E to keep semantics primacy and unidirectional dependence of layers.