Article

Composite Certainty: Addressing Metric Degeneracy in Parameter Inference for Model-Based Diagnostics

2026-05-13

Abstract excerpt

<h4>ABSTRACT</h4> Quantifying the diagnostic dispersion of inferred parameter distributions is a challenge in uncertainty-aware modeling. Scalar summaries such as credible interval width are topology-blind; fundamentally different posterior morphologies can yield identical scores, obscuring whether a parameter is precisely estimated or constrained to a range. We propose a Composite Certainty Framework that addres...

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Literature Corpus work: 932fe0e4-b80b-5191-991e-dd897ad8ccc9
DOI: 10.64898/2026.05.09.724027

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