Software-based platforms generally improve examination scores, diagnostic accuracy, and decision-making performance¶
Claim · All claims
Evidence · 1 study · reviewr3·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? Software-based platform interventions generally improved examination scores, diagnostic accuracy, or decision-making performance compared with conventional teaching methods. → Maes M 2026
Evidence¶
Maes M 2026¶
Maes M, Van Gerven JD, Willaert R, Jacobs R. (2026). Augmented and virtual reality in dental and oral and maxillofacial surgery education: a systematic review with a taxonomy of training technologies. BMC Medical Education. https://doi.org/10.1186/s12909-025-08561-1
q2 · i? · review · r3
Descriptive synthesis of software-based platform RCTs (desktop VR, web-based simulators, AR learning objects); the review reports these interventions "generally improved examination scores, diagnostic accuracy, or decision-making performance compared with conventional teaching methods". No pooled effect size was computed.
"These interventions generally improved examination scores, diagnostic accuracy, or decision-making performance compared with conventional teaching methods [32, 35, 40, 44, 45, 49–52]."
Discussion¶
Related Claims¶
- Controlled GenAI virtual-patient and communication studies reported short-term skill gains, but positive findings were not universal — a narrower finding that bears on this claim
- In an RCT reviewed by this study, an LLM-based digital patient improved ophthalmology medical history-taking skills relative to control — a narrower finding that bears on this claim
- Immersive VR-haptic and ITS modalities are more often associated with objective psychomotor and cognitive gains, while generative AI platforms are more often associated with affective outcomes — a broader claim this one bears on
- In an RCT reviewed here, adding AI-generated feedback to a GenAI virtual patient improved medical students' clinical decision-making relative to simulation alone — a narrower finding that bears on this claim
- Multi-agent AI standardized patient training improved final OSCE-aligned examination scores compared with a structured non-LLM control condition — a narrower finding that bears on this claim
- Colleges adopted new technology platforms to increase efficiencies, but face challenges sustaining their use after the grant ends — related
- OSCE use in orthodontic education improves diagnostic accuracy, procedural proficiency, and communication skills through simulated patient interactions — related
- Technology augmentation studies, including needle tip tracking, all found significant improvement in skill outcomes — a narrower finding that bears on this claim
- Digital clinical skills teaching produces higher student satisfaction and engagement across multiple modalities, despite mixed efficacy for skills — related
- Virtual standardized patient training improved alcohol screening and brief intervention skills and diagnostic accuracy for depression and PTSD in two RCTs, while a suicide risk assessment RCT found no significant effect — a narrower finding that bears on this claim
Page metadata
| Field | Value |
|---|---|
status |
review |
generated |
by process:wiki-ingest on 2026-10-31 |
trust |
unverified — no one has confirmed this page's content |
Frontmatter is the page's machine-readable record — see the Schema & Guide.