Oct 2026· Zenodo (CERN European Organization for Nuclear Research)
Artificial Intelligence in Healthcare and Education
Abstract
Analysis scripts accompanying the study "Management Agreement and Guideline-Citation Metadata Errors in Large Language Models for Small Renal Mass Management: A Prompt-Sensitivity Evaluation." The scripts reproduce the statistical analyses reported in the manuscript, including inter-rater reliability (Cohen's kappa), model comparisons (Cochran's Q and exact McNemar tests with Bonferroni-adjusted pairwise p values), a scenario-level Monte Carlo permutation test, and an exploratory, hypothesis-generating cluster-robust logistic regression. The study evaluated ChatGPT-5.5, Gemini 3.6 Flash, and Claude Sonnet 5 across 30 standardized small renal mass scenarios (90 model responses), plus a sensitivity experiment with a modified citation prompt.
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