Twelve tips for Natural Language Processing in medical education program evaluation

被引:1
|
作者
Costa-Dookhan, Kenya A. [1 ,2 ]
Maslej, Marta M. [1 ]
Donner, Kayle [1 ]
Islam, Faisal [1 ]
Sockalingam, Sanjeev [1 ,3 ,4 ]
Thakur, Anupam [1 ,3 ]
机构
[1] Ctr Addict & Mental Hlth, Toronto, ON, Canada
[2] Univ Toronto, Temerty Fac Med, Toronto, ON, Canada
[3] Univ Toronto, Dept Psychiat, Toronto, ON, Canada
[4] Univ Toronto, Dept Psychiat, 1025 Queen St West, Toronto, ON M5S 2S1, Canada
关键词
Medical education; program evaluation; artificial intelligence; natural language processing;
D O I
10.1080/0142159X.2024.2316223
中图分类号
G40 [教育学];
学科分类号
040101 ; 120403 ;
摘要
With the increasing application of Natural Language Processing (NLP) in Medicine at large, medical educators are urged to gain an understanding and implement NLP techniques within their own education programs to improve the workflow and make significant and rapid improvements in their programs. This paper aims to provide twelve essential tips inclusive of both conceptual and technical factors to facilitate the successful integration of NLP in medical education program evaluation. These twelve tips range from advising on various stages of planning the evaluation process, considerations for data collection, and reflections on preprocessing of data in preparation for analysis and interpretation of results. Using these twelve tips as a framework, medical researchers, educators, and administrators will have an understanding and reference to navigating applications of NLP and be able to unlock its potential for enhancing the evaluation of their own medical education programs.
引用
收藏
页码:1147 / 1151
页数:5
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