Learning analytics in medical education assessment: the past, the present, and the future
With the implementation of competency‐based medical education (CBME) in emergency
medicine, residency programs will amass substantial amounts of qualitative and quantitative …
medicine, residency programs will amass substantial amounts of qualitative and quantitative …
Artificial intelligence in health professions education
PR Shankar - Archives of Medicine and Health Sciences, 2022 - journals.lww.com
Artificial intelligence (AI) is widely used in medicine. AI may provide low-cost solutions to
health problems and is especially important for develo** countries. Health-care …
health problems and is especially important for develo** countries. Health-care …
Using longitudinal milestones data and learning analytics to facilitate the professional development of residents: early lessons from three specialties
ES Holmboe, K Yamazaki, TJ Nasca… - Academic …, 2020 - journals.lww.com
Purpose To investigate the effectiveness of using national, longitudinal milestones data to
provide formative assessments to identify residents at risk of not achieving recommended …
provide formative assessments to identify residents at risk of not achieving recommended …
[HTML][HTML] Harnessing natural language processing to support decisions around workplace-based assessment: machine learning study of competency-based medical …
Y Yilmaz, A Jurado Nunez, A Ariaeinejad… - JMIR Medical …, 2022 - mededu.jmir.org
Background Residents receive a numeric performance rating (eg, 1-7 scoring scale) along
with a narrative (ie, qualitative) feedback based on their performance in each workplace …
with a narrative (ie, qualitative) feedback based on their performance in each workplace …
The Quality of Assessment of Learning (Qual) score: validity evidence for a scoring system aimed at rating short, workplace-based comments on trainee performance
Construct: This study seeks to determine validity evidence for the Quality of Assessment for
Learning score (QuAL score), which was created to evaluate short qualitative comments that …
Learning score (QuAL score), which was created to evaluate short qualitative comments that …
Nuance and noise: lessons learned from longitudinal aggregated assessment data
Background Competency-based medical education requires frequent assessment to tailor
learning experiences to the needs of trainees. In 2012, we implemented the McMaster …
learning experiences to the needs of trainees. In 2012, we implemented the McMaster …
Workplace‐based assessment data in emergency medicine: a sco** review of the literature
Objective In the era of competency‐based medical education (CBME), the collection of more
and more trainee data is being mandated by accrediting bodies such as the Accreditation …
and more trainee data is being mandated by accrediting bodies such as the Accreditation …
Towards an adaptive education through a machine learning recommendation system
O Embarak - … international conference on artificial intelligence in …, 2021 - ieeexplore.ieee.org
Educational institutions have a tremendous burden of handling students with low academic
performance (At-risk students). Many approaches support this group of pupils, such as …
performance (At-risk students). Many approaches support this group of pupils, such as …
Apply machine learning algorithms to predict at-risk students to admission period
O Embarak - 2020 Seventh International Conference on …, 2020 - ieeexplore.ieee.org
Educational organizations have a high burden of treating students with poor academic
success (At-risk students). Many methods are pursued to help this group of pupils, such as …
success (At-risk students). Many methods are pursued to help this group of pupils, such as …
Implementation of learning analytics in medical education: Practical considerations
This book chapter explores learning analytics (LA) in the context of medical education. It
begins by establishing foundational aspects, defining learning and LA, and examining a …
begins by establishing foundational aspects, defining learning and LA, and examining a …