Reproducibility Package for "Case-Level Selective Certification Under Joint Knowledge-Base Uncertainty: A Framework for Expert-Authored Rankers
Abstract
This repository contains the public-safe reproducibility materials supporting the manuscript “Case-Level Selective Certification Under Joint Knowledge-Base Uncertainty: A Framework for Expert-Authored Rankers.” The package supports a case-level selective-certification framework for deterministic expert-authored rankers under joint knowledge-base uncertainty. The repository includes the frozen knowledge configuration, deterministic ranking generator, joint-audit implementation, definitions of the 324 principal configurations, synthetic test fixtures and expected outputs, aggregate policy-comparison results, uncertainty-source decomposition, hierarchical destabilization summaries, held-out interpolation and wider stress-test definitions, missing-evidence audit summaries, reproducibility hashes, software-environment information, and scalability records. The empirical application uses 12,974 de-identified undergraduate engineering records from four institutions, 27 evidence variables, and 11 expert-defined operational priority categories. Student-level institutional records, row-level certificates, raw evaluator-response records, consent records, and other access-controlled materials are not included in this public repository because of privacy, consent, and institutional-governance requirements. These materials are provided to support verification and reproducibility of the computational framework. They do not constitute an independently validated practical-skill criterion and should not be interpreted as evidence of educational or employment effectiveness.Version 1.2.0 update: This version adds the aligned conventional finite worst-case comparator, formal boundary guards and adversarial tests, updated reproducibility materials, and manuscript-to-artifact traceability supporting the V19 manuscript.
