Dr. Mustafa Hameed; Dr. Musarat Karim; Dr. Muhammad Nauman; Ms. Alisha Fida; Dr. Nadia Khan. AN EXPLAINABLE CALIBRATION AND SHAP AUDIT OF HELP-SEEKING FEATURES IN CLASSICAL KNOWLEDGE TRACING. SES 2026, 4, 2075-2091.