Claims

Video-assisted learning decreased error rates by 49% and staff takeovers by 52%

Claim · All claims
Evidence · 1 study · review r2 · q3
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.

q3 i? Video-assisted learning decreased error rates by 49% and staff takeovers by 52%. → Zhang Daqi 2026

Evidence

Zhang Daqi 2026

Zhang Daqi, Brucchi Francesco, Barbieri Diego, Kim Hoon Yub, Colombo Carla, Donatini Gianluca, Miccoli Paolo, Che-Wei Wu, Dionigi Gianlorenzo, Wan Lanlan (2026). Simulation unlocked: transforming thyroid surgery training through high-fidelity and curriculum-based innovation—a systematic review. Langenbeck's Archives of Surgery. https://doi.org/10.1007/s00423-026-04013-6

q3 · i? · review · r2

The review reports that "Video-assisted learning decreased error rates by 49% and staff takeovers by 52%" in included studies of video-based training modules.

"Video-assisted learning decreased error rates by 49% and staff takeovers by 52%."

Discussion

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generated by process:wiki-ingest on 2026-10-31
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