Evidence map›Paper›PMID 42215944›Full record

ArticleBMC medical education2026

A virtual patient-based training program to enhance clinical decision-making competencies in general practice residents: mixed-methods study.

Yuanshuai Chen, Leyi Jiang, Lingyan Wu, Wenxin Gong, Jingni Wu, Junhai Zhen, Yuling Tong, Yi Guo, Zhijie Xu

Abstract read
In one paragraph

Article in BMC medical education, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors.

Yuanshuai Chen *Department of Artificial Intelligence and Information, The Second Affiliated Hospital, Zhejiang University School of Medicine, No. 88, Jiefang Rd, Shangcheng District, Hangzhou, 310009, China.
Leyi Jiang *Department of General Practice, The Second Affiliated Hospital, Zhejiang University School of Medicine, No. 88, Jiefang Rd, Shangcheng District, Hangzhou, 310009, China.
Lingyan WuDepartment of General Practice, The Second Affiliated Hospital, Zhejiang University School of Medicine, No. 88, Jiefang Rd, Shangcheng District, Hangzhou, 310009, China.
Wenxin GongDepartment of General Practice, The Second Affiliated Hospital, Zhejiang University School of Medicine, No. 88, Jiefang Rd, Shangcheng District, Hangzhou, 310009, China.
Jingni WuDepartment of General Practice, The Second Affiliated Hospital, Zhejiang University School of Medicine, No. 88, Jiefang Rd, Shangcheng District, Hangzhou, 310009, China.
Junhai ZhenDepartment of General Practice, The Second Affiliated Hospital, Zhejiang University School of Medicine, No. 88, Jiefang Rd, Shangcheng District, Hangzhou, 310009, China.
Yuling TongDepartment of General Practice, The Second Affiliated Hospital, Zhejiang University School of Medicine, No. 88, Jiefang Rd, Shangcheng District, Hangzhou, 310009, China.
Yi GuoDepartment of General Practice, The Second Affiliated Hospital, Zhejiang University School of Medicine, No. 88, Jiefang Rd, Shangcheng District, Hangzhou, 310009, China.
Zhijie XuDepartment of General Practice, The Second Affiliated Hospital, Zhejiang University School of Medicine, No. 88, Jiefang Rd, Shangcheng District, Hangzhou, 310009, China. zhijiexu@zju.edu.cn.

Funding

2025 Teaching Reform Research Project of the Second Clinical Medical College of Zhejiang University 20250104Educational Reform Project of Zhejiang University School of Medicine jgyb2025051the Scientific Research Fund of the Zhejiang Provincial Education Department Y202352176
6 · The paper itself

Abstract

backgroundClinical decision-making (CDM) represents a fundamental competency for general practice (GP) residents, yet traditional training approaches often provide limited opportunities for deliberate practice. Virtual patient (VP) platforms have emerged as promising educational tools that offer standardized, repeatable, and risk-free environments for developing clinical reasoning competency. However, empirical evidence examining the effectiveness of structured VP training programs in enhancing CDM competencies among GP residents remains limited, particularly regarding the mechanisms through which such training facilitates competency improvement. This study aimed to evaluate the effectiveness of a VP training program in enhancing CDM competencies among GP residents, and to explore their perceptions of the program's value and barriers in developing these competencies.

methodsAn explanatory sequential mixed-methods design was employed, comprising a quantitative pre-post assessment followed by qualitative exploration. Over 12 weeks, 50 GP residents participated in a curriculum involving weekly exposure to two VP cases for self-paced practice, supplemented by weekly facilitated workshops to discuss these cases. Quantitative pre-post assessments included OSCEs (history-taking, physical examination, clinical reasoning, medical record writing) and a theoretical test. Subsequently, eight focus group interviews were conducted to explore their learning experiences and perceived barriers to improvement of CDM competencies. Data were analyzed using paired t-tests for quantitative data and thematic analysis for qualitative data.

resultsQuantitative assessment of the 50 participants (mean age 25.5 years; 70% female) demonstrated statistically significant but differential improvements in clinical competencies. Following the VP training program, GP residents demonstrated significant improvements in clinical knowledge (mean increase 6.7 points, 95% CI [4.2, 9.1]), history-taking (mean diff.=10.2, 95% CI [7.6, 12.8]), and clinical reasoning (mean diff.=11.2, 95% CI [8.8, 13.6]). Conversely, observed improvements in physical examination (mean diff.=2.4, 95% CI [-0.1, 4.8]) and medical record writing (mean diff.=1.2, 95% CI [-0.1, 2.5]) were not statistically significant. Qualitative findings suggested that residents attributed their CDM competency development to the platform's structured design, which cultivated systematic diagnostic reasoning, adaptive competence in uncertainty, and promoted reflective learning. Technological fidelity limitations in physical exam simulation, restrictive documentation interfaces, challenges in skill transfer to real practice, and variable workshop effectiveness were identified as core barriers to the implementation of VP training program.

conclusionA structured VP curriculum embedded in GP residency was associated with improved clinical knowledge, history-taking, and clinical reasoning, while showing limited effects on physical examination and medical record writing. Future development should prioritize advancing technological realism in these areas, optimizing curricular integration through facilitated debriefing, and investigating the long-term transfer and retention of acquired competencies into clinical practice.

Indexed as

Clinical CompetenceClinical Decision-MakingGeneral PracticeInternship and ResidencyAdultCurriculumFemaleFocus GroupsHumansMaleClinical decision-makingGeneral practice residentsMixed-methods researchVirtual patients

Identifiers

PMID42215944
PMCPMC13435487

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.