Journal of general internal medicine
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Institutions rely on student evaluations of teaching (SET) to ascertain teaching quality. Manual review of narrative comments can identify faculty with teaching concerns but can be resource and time-intensive. ⋯ NLP methods can identify teaching quality concerns with good accuracy and reasonable recall, but relatively low precision. An existing, free, NLP sentiment analysis dictionary can perform nearly as well as dictionaries requiring expert coding or manual creation.
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In the present assessment environment in undergraduate medical education at U.S. medical schools, the prevalence and implementation of Entrustable Professional Activities (EPAs) in internal medicine (IM) clerkships are not well understood. ⋯ Although EPAs have experienced substantial uptake in the IM clerkship and contribute to formative and summative assessment of learners, their use does not appear to be associated with enhanced efforts to obtain validity information.