1.Enhancing history-taking education through GPT-4-based virtual patients and automated assessment: a study of medical student perceptions
Jaehyun BYUN ; Hongik KIM ; Jihan LIM ; Junyeong CHOI ; Sangzin AHN
Korean Journal of Medical Education 2026;38(1):64-73
Purpose:
To develop and evaluate a large language model (LLM)-based learning tool, featuring virtual patients (VPs) and virtual assessors (VAs), and to assess its impact on medical students’ perceptions of history-taking education compared to conventional learning methods.
Methods:
A tool using the GPT-4 API was developed to provide seven clinical VP scenarios and a VA that delivered both immediate, reflective dialogue and comprehensive written feedback. First- and second-year medical students participated in a 6-day study. Pre- and post-participation surveys using a 5-point Likert scale assessed perceptions of the LLM tool versus conventional methods across usability, self-efficacy, and feedback quality domains.
Results:
Twenty-one students completed the study. The LLM-based tool demonstrated statistically significant improvements over conventional methods in all assessed domains. Students reported greater comfort during practice (mean 4.57 vs. 2.95, p=0.0002). Significant gains were seen in six of eight self-efficacy measures, including confidence in handling unfamiliar cases (4.00 vs. 2.90, p=0.0002). All nine feedback quality dimensions improved significantly, with feedback perceived as more specific (4.43 vs. 3.24, p=0.0005) and personalized (4.19 vs. 3.19, p=0.0001).
Conclusion
An LLM-based learning tool featuring VPs and VAs can significantly enhance medical students’ perceived learning experience in history-taking education. It offers a scalable, accessible, and cost-effective complementary training method. Future research should validate these subjective improvements with objective performance metrics.
3.Prophylactic effect of topical betaxolol and dorzolamide on the fellow eye in unilateral canine primary angle closure glaucoma: 60 cases (2016.1-2021.5)
Junyeong AHN ; Seonmi KANG ; Jaeho SHIM ; Youngseok JEONG ; Songhui LEE ; Eunji LEE ; Kangmoon SEO
Korean Journal of Veterinary Research 2022;62(3):e26-
This study was aimed to evaluate the prophylactic anti-glaucoma effect of topical 5% betaxolol (BTX) and 2% dorzolamide (DRZ) on the second eye in dogs with unilateral primary angle closure glaucoma (PACG). Medical records of 60 dogs with unilateral PACG who received prophylactic anti-glaucoma eyedrops in the second eye, from 2016 to 2021, were reviewed. The duration of prophylactic effects of BTX only and DRZ after BTX failure was calculated. The prophylactic effects of BTX were maintained on 28/60 (46.7%) eyes until last visit and BTX failure was observed on median 510 (range, 53-1,927) days in 32/60 (53.3%) eyes. After DRZ instillation in BTX failure eyes, the prophylactic effects were extended at median 610 (range, 157-2,270) days in 21/32 (65.6%) eyes. DRZ failure eyes (17/21, 81.0%) eyes required chemical ablation or surgical intervention due to uncontrolled intraocular pressure. The duration of prophylactic effects was decreased with aging (R² = 0.334, p = 0.006). The predominant breeds were Shih-Tzu (41.9%) and American Cocker Spaniel (30.6%) with no significant differences in survival curves (p = 0.210). The average prophylactic effects of BTX persisted more than 1.5 year and could be selected the first prophylactic eye drop in unilateral PACG. Also, early surgical intervention should be considered in prophylactic medications failure cases.
4.A Case of Small Bowel Fistulas Caused by Multiple Magnet Ingestion: Usefulness of Ultrasonography.
Junyeong JEON ; Kwanseop LEE ; Soo Min AHN ; In Jae LEE ; Hyun LEE ; Kyoon Soon JUNG ; Sung Hye KOH
Journal of the Korean Society of Medical Ultrasound 2013;32(4):294-297
Foreign body ingestion is a common problem in the pediatric population and the majority of such cases occur between the ages of six months and three years. Most objects pass uneventfully through the gastrointestinal tract; however, ingestion of multiple magnets can cause serious gastrointestinal complications through interaction with each other across the bowel wall. In these situations, radiologic evaluation is imperative for proper treatment. This is a case report on ingestion of 32 magnets in a 10-year-old boy. We diagnosed a small bowel fistula caused by ingestion of multiple magnets using sonography, which showed hyperechoic magnetic foreign bodies attached together penetrating the thickened neighbouring jejunum.
Child
;
Eating*
;
Fistula*
;
Foreign Bodies
;
Gastrointestinal Tract
;
Humans
;
Jejunum
;
Male
;
Ultrasonography*

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