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This study investigates antecedents of student participation in English-Medium Instruction (EMI) content courses at a university in Taiwan. We examine 451 turns of classroom talk from 10 courses across disciplines via statistical discourse analysis. Findings indicate that teacher exploratory questions three turns of talk ago (-3), different student question (-2) and information (-1) significantly boost student-initiated questions in the current turn of talk, but peers rarely directly interacted with one another in these teacher-centered classrooms. The study underscores the limitations of traditional teacher-centered approaches and advocates for interactive, student-centered pedagogies.