ArticleDiagnosis (Berlin, Germany)2021
Real-world virtual patient simulation to improve diagnostic performance through deliberate practice: a prospective quasi-experimental study.
Article in Diagnosis (Berlin, Germany), 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT02483429 (Acute Video-oculography for Vertigo in Emergency Rooms for Rapid Triage), which is not on this map. Cited by 6 papers.
What it found
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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.
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.
Acute Video-oculography for Vertigo in Emergency Rooms for Rapid Triage (AVERT)
Who cites it
6 citing papers in PubMed, 19 citations in OpenAlex.
- A virtual patient-based training program to enhance clinical decision-making competencies in general practice residents: mixed-methods study.BMC medical education · 2026Article
- Resident Physician Recognition of Tachypnea in Clinical Simulation Videos in Japan: Cross-Sectional Study.JMIR medical education · 2025Article
- Does online case-based learning foster clinical reasoning skills? A mixed-methods study.Future healthcare journal · 2025Article
- A Symbolic AI Approach to Medical Training.Journal of medical systems · 2025Article
- A Scoping Review of Quasi-experimental Studies on Simulation-Based Learning in Medical Education: Trends and Insights from the Last Decade.Medical journal of the Islamic Republic of Iran · 2025Review
- Multiple sclerosis diagnosis: Knowledge gaps and opportunities for educational intervention in neurologists in the United States.Multiple sclerosis (Houndmills, Basingstoke, England) · 2022Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors at 5 institutions in 2 countries.
Funding
Abstract
objectivesDiagnostic errors are pervasive in medicine and most often caused by clinical reasoning failures. Clinical presentations characterized by nonspecific symptoms with broad differential diagnoses (e.g., dizziness) are especially prone to such errors.
methodsWe hypothesized that novice clinicians could achieve proficiency diagnosing dizziness by training with virtual patients (VPs). This was a prospective, quasi-experimental, pretest-posttest study (2019) at a single academic medical center. Internal medicine interns (intervention group) were compared to second/third year residents (control group). A case library of VPs with dizziness was developed from a clinical trial (AVERT-NCT02483429). The approach (VIPER - Virtual Interactive Practice to build Expertise using Real cases) consisted of brief lectures combined with 9 h of supervised deliberate practice. Residents were provided dizziness-related reading and teaching modules. Both groups completed pretests and posttests.
resultsFor interns (n=22) vs. residents (n=18), pretest median diagnostic accuracy did not differ (33% [IQR 18-46] vs. 31% [IQR 13-50], p=0.61) between groups, while posttest accuracy did (50% [IQR 42-67] vs. 20% [IQR 17-33], p=0.001). Pretest median appropriate imaging did not differ (33% [IQR 17-38] vs. 31% [IQR 13-38], p=0.89) between groups, while posttest appropriateness did (65% [IQR 52-74] vs. 25% [IQR 17-36], p<0.001).
conclusionsJust 9 h of deliberate practice increased diagnostic skills (both accuracy and testing appropriateness) of medicine interns evaluating real-world dizziness '
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Registered trials
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.