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Evaluating major curriculum changes: Ensuring a psychologically safe learning environment is achieved for graduate
Gail Elliott1, Grace Pinhal-Enfield1,2
1Department of Neuroscience and Cell Biology, Office of Education, Robert Wood Johnson Medical School, Rutgers University, Piscataway, New Jersey, USA.
Anatomical Sciences Education
|October 22, 2025
Summary
A rewritten gross anatomy course evaluation showed positive student feedback. AI analysis of written comments confirmed a safe learning environment was achieved, highlighting faculty support and belonging.
Area of Science:
- Medical Education
- Anatomy Pedagogy
Background:
- Graduate-level master's gross anatomy courses require effective curriculum delivery for student success.
- Traditional student evaluations (e.g., Likert scales) often lack nuanced insights into the learning environment.
- Written feedback analysis is an underutilized method for assessing educational environments.
Purpose of the Study:
- To evaluate the success of a newly revised gross anatomy curriculum.
- To determine if a safe learning environment was established using AI-powered sentiment analysis of student comments.
- To identify key factors contributing to a positive learning experience.
Main Methods:
- Implemented a revised curriculum for a graduate-level gross anatomy course.
- Collected end-of-course evaluations from 88 students.
- Utilized an AI-based text analysis tool to score sentiment and categorize themes within students' written feedback.
Main Results:
- Overall student evaluations were highly favorable following the curricular change.
- AI analysis identified critical themes in student feedback, including faculty availability, knowledge, humor, group dynamics, and sense of belonging.
- Sentiment data analysis provided nuanced insights beyond traditional quantitative measures.
Conclusions:
- The revised gross anatomy curriculum successfully fostered a safe and supportive learning environment.
- AI-driven analysis of qualitative feedback is a valuable tool for in-depth educational assessment.
- Key elements such as faculty interaction and peer belonging are crucial for establishing a positive learning atmosphere.
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