Socratic Artificial Intelligence Learning (SAIL): The Role of a Virtual Voice Assistant in Learning Orthopedic Knowledge

IF 2.6 3区 医学 Q1 EDUCATION, SCIENTIFIC DISCIPLINES Journal of Surgical Education Pub Date : 2024-09-16 DOI:10.1016/j.jsurg.2024.08.006
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Abstract

Objective

We hypothesized that learning through multiple sensory modalities would improve knowledge recall and recognition in orthopedic surgery residents and medical students.

Design

We developed a virtual study assistant, named Socratic Artificial Intelligence Learning (SAIL), based on a custom-built natural language processing algorithm. SAIL draws from practice questions approved by the American Board of Orthopaedic Surgery and quizzes users through a conversational, voice-enabled Web interface. We performed a randomized controlled study using a within-subjects, repeated measures design.

Setting

Participants first took a pretest to assess their baseline knowledge. They then underwent 10 days of spaced repetition training with practice questions using 3 modalities: oral response, typed response, and multiple-choice. Recall and recognition of the practiced knowledge were assessed via a post-test administered on the first day, first week, and 2 months after the training period.

Participants

Twenty-four volunteers, who were medical students and orthopedic surgery residents at multiple US medical institutions.

Results

The oral, typed, and multiple-choice modalities produced similar recall and recognition rates. Although participants preferred using the traditional multiple-choice modality to study for standardized examinations, many were interested in supplementing their study routine with SAIL and believe that SAIL may improve their performance on written and oral examinations.

Conclusions

SAIL is not inferior to the multiple-choice modality for learning orthopedic core knowledge. These results indicate that SAIL can be used to supplement traditional study methods.

Competencies

medical knowledge; practice-based learning and improvement.

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苏格拉底式人工智能学习(SAIL):虚拟语音助手在学习骨科知识中的作用
目标我们假设,通过多种感官模式进行学习将提高骨科住院医师和医科学生的知识记忆和识别能力。设计我们基于定制的自然语言处理算法开发了一款名为苏格拉底人工智能学习(SAIL)的虚拟学习助手。SAIL从美国矫形外科委员会批准的练习题中提取答案,并通过一个会话式的语音网络界面对用户进行测验。我们进行了一项随机对照研究,采用了主体内重复测量设计。然后,他们接受了为期 10 天的间隔重复训练,并使用 3 种方式练习问题:口头回答、打字回答和多项选择。培训结束后的第一天、第一周和两个月分别进行了后测,以评估学员对所学知识的记忆和识别情况。尽管参加者更喜欢使用传统的多项选择模式来学习标准化考试,但许多人对使用 SAIL 作为日常学习的补充很感兴趣,并认为 SAIL 可以提高他们在笔试和口试中的成绩。这些结果表明,SAIL 可用于补充传统的学习方法。
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来源期刊
Journal of Surgical Education
Journal of Surgical Education EDUCATION, SCIENTIFIC DISCIPLINES-SURGERY
CiteScore
5.60
自引率
10.30%
发文量
261
审稿时长
48 days
期刊介绍: The Journal of Surgical Education (JSE) is dedicated to advancing the field of surgical education through original research. The journal publishes research articles in all surgical disciplines on topics relative to the education of surgical students, residents, and fellows, as well as practicing surgeons. Our readers look to JSE for timely, innovative research findings from the international surgical education community. As the official journal of the Association of Program Directors in Surgery (APDS), JSE publishes the proceedings of the annual APDS meeting held during Surgery Education Week.
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