Robotic novices trained with extended reality simulators complete tasks significantly faster than novices with no additional training¶
Claim · All claims
Evidence · 1 study · quant-synthesisr3·q3·i3large
Currency · newest study 2025 · 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.
q3 i3 A random-effects meta-analysis found XR-trained novices took significantly less time to complete tasks than those with no additional training (Cohen's d = -0.95, p = 0.02). → Bickford Michael 2025
Evidence¶
Bickford Michael 2025¶
Bickford Michael, Alruwaili Fayez, Ragab Sara, Rothenberg Hanna, Abedin-Nasab Mohammad (2025). Impact of extended reality on robot-assisted surgery training: a systematic review and meta-analysis. Journal of Robotic Surgery. https://doi.org/10.1007/s11701-025-02559-z
q3 · i3 · quant-synthesis · r3
Meta-analysis of randomized and prospective studies comparing XR training to no additional training on time to complete. The analysis found "statistically significant less time to complete tasks" with Cohen's d = -0.95 and a 95% CI of [-1.73, -0.16].
"A random-effects analysis was used for this meta-analysis and showed that participants with virtual reality training took statistically significant less time to complete tasks than participants with no additional training (Cohen’s d = −0.95, 95% CI [−1.73, −0.16], p = 0.02)"
Discussion¶
Related Claims¶
- Independent samples t-test shows significantly higher GEARS scores for XR-trained novices versus no additional training — related
- XR training shows a large but non-significant effect on GEARS scores compared to no additional training — related
- Three comparative studies reported superior outcomes for distance simulation over traditional training, involving augmented reality telementoring, remote robotic teaching, and a virtual classroom — related
- Extended reality training shows no statistically significant difference in time to complete compared to dry lab training — related
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by process:wiki-ingest on 2026-10-31 |
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