Md Abdus Sahid, Mozaddid Ul Hoque Babar, Md Palash Uddin
Predictive modeling of multi-class diabetes mellitus using machine learning and filtering iraqi diabetes data dynamics
PloS one
paper presents computer vision algorithm extraction imagebased metrics suturing skill assessment corresponding results experimental study resident attending surgeons suturing simulator adapts radial suturing task fundamentals vascular surgery fvs skills assessment used collect data simulator includes camera positioned suturing membrane records needle thread movement suturing task computer vision algorithm processes video data extracts objective metrics inspired expert surgeons recommended best practice follow curvature needle experimental data study involving subjects various levels suturing expertise attending surgeons surgery residents presented analysis shows attendings residents statistically different performance 6 9 imagebased metrics including four new metrics introduced paper needle tip path length needle swept area needle tip area needle sway length imagebased process metrics may represented graphically manner conducive training results demonstrate potential imagebased metrics assessment training suturing skill open surgery