CDM: Constraint-Driven Metrology

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Authors: SIKX HILTON
Cited by: 0

Abstract

CDM (Constraint-Driven Metrology) is a gate framework for validating measurement claims and inference pipelines, especially inverse problems. It enforces: explicit forward/measurement model specification, calibration traceability, identifiability (rank/Fisher-information diagnostics), uncertainty propagation and covariance disclosure, inverse-problem well-posedness and regularization transparency, bias/leakage checks (selection effects, multiple testing), and replication/audit-log requirements.This release includes a worked linear inverse-problem example that computes the Fisher matrix, demonstrates ill-conditioning, and shows how hidden regularization or post-hoc tuning invalidates claims. CDM outputs PASS/FAIL with failure localization and is intended as a “metrology compiler” for scientific reliability.

Fields of Study & Subjects

Relativity and Gravitational Theory Quantum and Classical Electrodynamics Scientific Measurement and Uncertainty Evaluation

Publication details

Journal / source
Zenodo (CERN European Organization for Nuclear Research)
Publication date
10 January 2026
Language
EN
Document type
Preprint