Harnessing Natural Language Processing to Support Decisions Around Workplace-Based Assessment: Machine Learning Study of Competency-Based Medical Education

Yusuf Yilmaz   ^{1, 2, 3, 4} , MSc, PhD ;   Alma Jurado Nunez   ⁵ , MBBS, MSc ;   Ali Ariaeinejad   ⁵ , MSc ;   Mark Lee   ¹ , BHSc, DipCLS ;   Jonathan Sherbino   ^{1, 6, 7} , MD, MEd ;   Teresa M Chan   ^{1, 3, 6, 7} , MD, MHPE

¹ McMaster Education Research, Innovation, and Theory (MERIT) Program, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada

² Department of Medical Education, Ege University, Izmir, Turkey

³ Program for Faculty Development, Office of Continuing Professional Development, McMaster University, Hamilton, ON, Canada

⁴ Department of Medicine, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada

⁵ Department of Medicine and Masters in eHealth Program, McMaster University, Hamilton, ON, Canada

⁶ Division of Emergency Medicine, Department of Medicine, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada

⁷ Division of Education and Innovation, Department of Medicine, Faculty of Health Sciences, McMaster University, Hamilton, ON, Canada