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#explainable ai Review Open access Sep 2026

Explainable AI for predicting and interpreting mathematics achievement: a cross-national analysis of PISA 2018

PV-robust SHAP summaries showed that books at home, highest parental occupational status, grade placement, mathematics learning time, socioeconomic status, test effort, directed instruction, and disciplinary climate were among the most stable predictors.

Liu Liu, Rui Dai · 0 citations

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