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Xiaoqin Yu

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#reinforcement learning Open access Sep 2026

Progress in educational theory and translational implementation of simulation-based education for healthcare professionals: an integrative analysis from theory to effectiveness

Aim To synthesise pedagogical theory and contemporary evidence on simulation-based education (SBE) for healthcare professionals and translate this into practical design, implementation, and governance guidance. Design Integrative narrative review. Methods We performed dual-wave systematic literature retrieval across six academic databases (PubMed, CINAHL Complete, Web of Science Core Collection, Scopus, ERIC, Cochrane Library) from 1 January 2019 to 10 October 2025, supplemented by manual reference screening and expert consultation. Two independent reviewers completed title/abstract screening, full-text eligibility assessment, standardized 11-field data extraction and study quality appraisal using five validated risk-of-bias tools (MMAT 2018, SANRA, AGREE II, RoB 2, ROBINS-I). Extracted evidence was synthesized into a four-part analytic framework covering pedagogical foundations, instructional design, multi-level effectiveness evaluation and translational implementation governance. Salient constructs included experiential learning, deliberate practice, simulation-based mastery learning, cognitive load management, psychological safety, and objective-assessment alignment. We prioritized functional and psychological fidelity over high-end visual equipment, standardized structured briefing–simulation–debriefing cycles, and individualized mastery-based learning pacing in our analytical synthesis. Results Across technical and non-technical domains, SBE improves knowledge, procedural skill, teamwork, and process outcomes; effect size and durability depend on design quality and debriefing. Prioritising functional/psychological fidelity over visual realism, aligning objectives with assessment, using SBML and spaced reinforcement, and embedding structured debriefing are consistent determinants of effectiveness. Digital and VR/AR modalities expand scale and analytics when cognitive load is managed. Translational simulation, guided by CFIR/RE-AIM and quality-improvement methods, links education to workflow reliability, latent safety threat detection, and early patient/process improvements. Evidence gaps persist for long-term retention, cost-effectiveness, and equity. Conclusions SBE effectiveness is conditional on alignment of aims, activities, assessment, high-quality debriefings, mastery-based pacing, and psychologically safe climates. Functional and psychological fidelity should supersede device sophistication. Translational approaches position SBE within organisational quality and economic frameworks. Impact This review offers a practical selection matrix and implementation governance model that assists educators in designing scalable and equitable SBE, supports administrators in resource planning and quality assurance, and guides accreditors in aligning evidence with entrustment and standards.

Jiali Xu, Xiaoqin Yu, Zhen Fang et al. · 0 citations

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