Journal of Computer Science, Published online: 28 July 2026; doi:10.3844/jcssp.2026.2324.2333 In clinical tabular models, correlated biomarkers can make local explanations unstable even when predictive performance appears acceptable. This paper presents CA-LIME, a collinearity-aware extension ...