paper_type.json (231B)
1 { 2 "paper_type": "empirical", 3 "reason": "Controlled study of 120 students attempting 48 CS1 problems, reporting quantitative success rates and statistical tests alongside qualitative findings about mental models of Code LLMs." 4 }