Evidence map›Paper›PMID 40224501›Full record

ArticleJournal of clinical orthopaedics and trauma2025

Simulation-based learning in orthopaedics:

Mainak Roy, Priyadarshini T, M S Ashika, Gurudip Das, Bishnu Prasad Patro, Sanjeevi Bharadwaj

Abstract read
In one paragraph

Article in Journal of clinical orthopaedics and trauma, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Review
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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

6 authors.

Mainak RoyDepartment of Orthopaedics, All India Institute of Medical Sciences, Bhubaneswar, Odisha, India.
Priyadarshini TDepartment of Anaesthesiology, ACS Medical College and Hospital, Dr MGR Educational and Research Institute, Chennai, Tamil Nadu, India.
M S AshikaDepartment of Biochemistry, Faculty of Medicine - Sri Lalithambigai Medical College and Hospital, Dr MGR Educational and Research Institute, Chennai, Tamil Nadu, India.
Gurudip DasDepartment of Orthopaedics, All India Institute of Medical Sciences, Bhubaneswar, Odisha, India.
Bishnu Prasad PatroDepartment of Orthopaedics, All India Institute of Medical Sciences, Bhubaneswar, Odisha, India.
Sanjeevi BharadwajTrauma and Orthopaedic Registrar, Wye Valley, National Health Service (NHS) Trust, Hereford, HR1 2ER, UK.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: Simulation-based learning has emerged as a transformative tool in orthopaedic education, significantly improving surgical training and patient safety. This systematic review examines the role of simulation in enhancing technical skills, decision-making, and clinical competence among orthopaedic trainees. Methods: A systematic review was conducted to assess the effectiveness of simulation-based training in orthopaedics. Various simulation modalities, including virtual reality (VR), augmented reality (AR), haptic feedback systems, and task-based trainers, were analyzed for their impact on skill acquisition and retention. The study was registered with PROSPERO (ID: CRD420250652679). Results: Key findings suggest that simulation-based training leads to reduced surgical errors, faster learning curves, and better skill retention. However, challenges such as high costs, limited access to advanced simulation tools, and difficulties in integrating these technologies into traditional curricula persist. Conclusion: Simulation is expected to play a crucial role in modernizing orthopaedic education by providing safe, repeatable practice opportunities. Future directions include AI-driven training modules and collaborative VR platforms to further enhance training efficacy and patient outcomes.

Indexed as

Medical educationOrthopaedic educationSimulation-based learningSurgical skillsVirtual reality

Identifiers

PMID40224501
PMCPMC11984996

What OpenQuestion holds

Textmetadata
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Registered trials

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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.