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Angelower Santana-Velásquez

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Review Open access Aug 2026

Explainable Artificial Intelligence for Tabular Data in Healthcare: A Systematic Review of Methods, Evaluation, and Applications

This systematic review provides a comprehensive analysis of XAI methods specifically applied to tabular healthcare data for classification tasks, revealing that SHAP remains the dominant post-hoc method, achieving strong model fidelity but showing inconsistent alignment with clinical expert reasoning.

Angelower Santana-Velásquez, M. B. Salazar-Sánchez · Computers · 0 citations