arxivcs.LG2026-07-16
A Transportable Threshold-Based Framework for Interpretable Classification of Medical Data
Antony Garcia, Adrian Noriega, Gabrielle Britton, Xinming Huang
Black-box models limit the adoption of artificial intelligence in medicine due to their lack of interpretability and reproducibility. We introduce a statistically grounded framework that provides fully interpretable, rule-based clinical classification using the Bernoulli Naïve Ba…