C.16:9 - Bias-Annotation

Bias	Symptom	Correction
Number-as-fact	A displayed value lacks measurand, Characteristic, Scale, model, calibration, uncertainty, or time stance.	Rebuild the complete C.16 chain.
Instrument realism	Raw output or indication is asserted as the actual subject state.	Separate output, indication, attributed result, and subject state.
Uncertainty laundering	A point estimate is carried forward while model and calibration uncertainty disappear.	Recover input uncertainties, correlations, propagation, and interpretation.
Dashboard authority	A tile or score is reused as diagnosis, assurance, acceptance, or decision authority.	Route the later use to the exact patterns for its Work, result, provenance, currentness, and reliance claims.
Common-scale pressure	Distinct scales are normalized merely because comparison is desired.	Require an exact transformation and receiving comparison pattern; otherwise preserve incomparability.