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Course Correction: Ask What Learners Use, Not What Courses They Took

TL;DR for operators A training intake form usually asks whether someone has completed an AI course or workshop. It is tidy, auditable, and apparently not very informative. In a study of 93 bioscience graduate and postdoctoral trainees, reported LLM usage frequency differentiated all five baseline AI-perception outcomes after correction for multiple comparisons. Self-rated familiarity differentiated three. Prior AI education differentiated none.1 ...

July 17, 2026 · 18 min · Zelina