Mini-CEX-guided four-stage virtual simulation training framework (one platform, four modules, three levels, three projects)¶
Design · All designs
Evidence · 7 claims (6 for, 1 against) · 5 studies (3 causal, 1 associational, 1 design),q1–q3· 3 of 5 report an effect size · 7 claims rest on one study
Description¶
The article proposes an organizing framework in which the Mini-CEX competency-based assessment model guides a four-stage clinical skills pathway: theoretical instruction, faculty demonstration, virtual simulation practice, and bedside clinical training. Its construction is summarized as "one platform, four modules, three levels, and three projects", with the four modules spanning medical theoretical knowledge, clinical skills demonstration, virtual simulation experimental operation, and bedside clinical practice. The framework aims to provide a closed-loop learning feedback mechanism integrating teaching resources, processes, and evaluation.
Design Implications¶
Context¶
Requirements¶
- Dedicated personnel responsible for daily operation and maintenance of the platform to ensure system stability and continuity of teaching activities
Constraints¶
- Virtual environments' haptic feedback and resistance simulation still differ from real clinical settings
Target Learners¶
- final-year clinical medicine interns
Learning Goals¶
- clinical skills competence
- clinical reasoning
- procedural competence
Claims¶
- High Student Acceptance Minicex Four Stage Virtual Simulation [+W]
- AI-Mentor pilot improves overall clinical competence on Mini-CEX from pretest to posttest [+W]
- AI-Mentor pilot yields the largest gains in reasoning-aligned Mini-CEX domains, notably clinical judgment [+W]
- AI-assisted PBL-CBL combined teaching yields higher Mini-CEX scores than lecture-based teaching in interviewing, physical examination, clinical judgment and communication, with no statistically significant difference in humanistic qualities/professionalism or organization/efficiency [+W]
- AI simulation improves Mini-CEX medical interviewing skills and organization/efficiency but not professionalism, clinical judgment, counseling, or overall competence [+W]
- The study's single-center, no-control-group, cross-sectional design limits attribution of positive perceptions to the Mini-CEX integration [-W]
- Integrated online-PBL-CBL teaching improves overall Mini-CEX clinical competence but not its individual sub-dimensions [+W]
Related Designs¶
Examples¶
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Key Sources¶
- Li Wei, He Changyun, Li Yangyi, Jiao Qibin, Wu Yanlin, Ji Zhonghao, Zhang Junchen, Zhu Zhitao, Li Xiaojie. (2026). Integrating Mini-CEX into a four-stage virtual simulation platform for clinical skills training: development and student evaluation. BMC Medical Education. https://doi.org/10.1186/s12909-026-09115-9
Page metadata
| Field | Value |
|---|---|
type |
design |
id |
minicex-four-stage-virtual-simulation-framework |
title |
Mini-CEX-guided four-stage virtual simulation training framework (one platform, four modules, three levels, three projects) |
description |
The article proposes an organizing framework in which the Mini-CEX competency-based assessment model guides a four-stage clinical skills pathway: theoretical instruction, faculty demonstration, virtual simulation prac... |
status |
review |
generated |
by process:settle-candidates on 2026-11-04 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — li-wei-2026 |
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