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Currently accepted at: JMIR Research Protocols

Date Submitted: Jul 12, 2026
Open Peer Review Period: Jul 17, 2026 - Aug 14, 2026
Date Accepted: Sep 30, 2026
(closed for review but you can still tweet)

This paper has been accepted and is currently in production.

It will appear shortly on 10.2196/106849

The final accepted version (not copyedited yet) is in this tab.

Efficacy of a smartphone-based virtual patient in increasing clinical competence among primary healthcare providers in rural China: protocol of a cluster randomized controlled trial

  • Xiaohui Wang; 
  • Kaixuan Zhang; 
  • Jie Du; 
  • Yiyuan Cai; 
  • Jin Cao; 
  • Yaolong Chen; 
  • Liwen Ding; 
  • Yuan Fang; 
  • Wenjie Gong; 
  • Wenjun He; 
  • Jinghua Li; 
  • Huijuan Liang; 
  • Jing Liao; 
  • Yun Lu; 
  • Baibing Mi; 
  • Jay Pan; 
  • Ruixin Wang; 
  • Dong Roman Xu; 
  • Nan Zhang; 
  • Qing Zhao; 
  • Jifang Zhou; 
  • Zhongliang Zhou; 
  • Zixin Wang

ABSTRACT

Background:

Effective, low-cost and easy-to-implement training tools may be useful to improve the quality of primary healthcare services in resource-limited settings. Virtual patients (VPs), sophisticated educational simulations designed to replicate authentic clinical scenarios, are considered as cost-effective and convenient tools for clinical training. The research team developed a smartphone-based VP tailored to the needs of primary healthcare physicians in rural China. The VP demonstrated high levels of feasibility and acceptability in this group.

Objective:

The proposed cluster randomized controlled trial (RCT) will compare the efficacy of clinical training delivered by a smartphone-based VP in increasing diagnosis and treatment competence among primary healthcare providers in rural China, as compared to a wait-list control.

Methods:

This is a partially blinded (outcome assessors and data analysts) and parallel group cluster RCT conducted in Lintao county, China. All 18 township health centres in Lintao will be randomized evenly into either the intervention or the wait-list control groups. The target sample size is 150 physicians per group. Physicians in the intervention group will receive clinical training delivered by the smartphone-based VP. They will be required to complete the diagnosis and treatment plan of 2 conditions randomly assigned by the VP within a 1-month intervention period. The VP will provide detailed feedbacks on their procedures. The intervention group can also access 9 other conditions in the VP and receive detailed feedbacks during the intervention period. Participants in the control group will not have access to any clinical training delivered by the VP during the 1-month intervention period. They will gain full access to the VP system after completion of the outcome assessment at T1 (one month after baseline [T0]). The primary outcome is the score representing overall diagnosis and treatment competence. To measure this outcome, participants will be invited to complete the diagnosis and treatment plan of a condition randomly assigned by the smartphone-based VP at both T0 and T1. Intention-to-treat analysis will be performed.

Results:

Study recruitment will start in August 2026. Recruitment will be completed by the end of May 2027. The follow-up evaluation will start in September 2026. The data collection is expected to be concluded in June 30, 2027.

Conclusions:

The findings will extend the application of smartphone-based VPs in medical training. If the smartphone-based VP is proven effective in increasing diagnosis and treatment competence among primary healthcare physicians in rural China, it will require relatively less resources to implement and maintain. It can be integrated into the existing training programs for primary healthcare providers and creates public health impacts. Clinical Trial: Chinese Clinical Trial Registry (Reference number: ChiCTR2600127364).


 Citation

Please cite as:

Wang X, Zhang K, Du J, Cai Y, Cao J, Chen Y, Ding L, Fang Y, Gong W, He W, Li J, Liang H, Liao J, Lu Y, Mi B, Pan J, Wang R, Xu DR, Zhang N, Zhao Q, Zhou J, Zhou Z, Wang Z

Efficacy of a smartphone-based virtual patient in increasing clinical competence among primary healthcare providers in rural China: protocol of a cluster randomized controlled trial

JMIR Research Protocols. 30/09/2026:106849 (forthcoming/in press)

DOI: 10.2196/106849

URL: https://preprints.jmir.org/preprint/106849

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