From Correctness to Expert-Refined Misconception Signals with Human-in-the-Loop Validation in CS1 Programming Education
Knowledge tracing in introductory programming is commonly framed as predicting whether a student will eventually solve the next problem. While useful, this approach reduces rich programming activity to correctness labels and offers limited support for instructional interpretation. This study examines whether learner mo...