id	author	title	date	pages	extension	mime	words	sentence	flesch	summary	cache	txt
arestyrurj-332	Kliewer, Finn; Huang, Yiran; Bongu, Advaith; Xue, Yunzhe; Hu, Andrew; Roshan, Usman	Quality Improvement of an AI System for Determining Pass-Fail in the Fundamentals of Laparoscopic Surgery: Accuracy on a Cohort of New Users	2025	7	.pdf	application/pdf	2973	162	61	AI SYSTEM Our overall approach is to pass a video through our trained YOLO (You Only Look Once) model, a machine learning model developed and fine- tuned using a training dataset to efficiently identify objects in images or videos—in this case, rings and pegs. The model must catch up on student errors due to underlying model mispredictions in the remaining five.	cache/arestyrurj-332.pdf	txt/arestyrurj-332.txt
