VR behavioural measures (word gaze, assembly time, rotation) did not predict word learning outcomes¶
Claim · All claims
Evidence · 1 study (2 entries) · causalr2·q3·i2medium
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? Word gaze, assembly time, and rotation did not correlate significantly with VR recall scores. → Rudling 2026
q3 i2 Word gaze differed by gender (girls looked longer; Cohen's d = 0.79) and correlated with age (r = 0.34). → Rudling 2026 (2)
Evidence¶
Rudling 2026¶
Rudling, M., Rumetshofer, T., Nirme, J. & Mårtensson, J. (2026). Embodied Word Learning in Schools and Sustained Attention in Virtual Reality. npj Science of Learning. https://doi.org/10.1038/s41539-025-00395-2
q3 · i? · causal · r2
Correlational analyses of headset-derived behaviour in the crossover study. Assembly time (r = -0.01, p = 0.954) and rotation (r = -0.01, p = 0.914) also did not correlate significantly with VR recall.
"We first correlated Word gaze with the VR recall scores, but found no significant correlation (r = -0.06, p = 0.609, BCaCI 95% CI = -0.27; 0.14, n = 71)."
Rudling 2026 (2)¶
Rudling, M., Rumetshofer, T., Nirme, J. & Mårtensson, J. (2026). Embodied Word Learning in Schools and Sustained Attention in Virtual Reality. npj Science of Learning. https://doi.org/10.1038/s41539-025-00395-2
q3 · i2 · causal · r2
Correlational and t-test analyses of the eye-tracking Word Gaze measure. Older children looked longer at the written word (r = 0.34); girls looked longer than boys (Cohen's d = 0.79). Rotation correlated with age (r = -0.37) and gender (r = -0.38).
"Word gaze was however significantly correlated with age (r = 0.34, p = 0.003, 95% BCaCI = 0.13; 0.53, n = 72) as older children seemed to have looked longer at the written word. Additionally, there was a significant difference between genders (t(70) = 3.35, p = 0.001, Cohen's d = 0.79) where girls (M = 0.23 % of the time the word was displayed, SD = 0.10) looked longer than boys (M = 0.16 %, SD = 0.06)."
Discussion¶
Related Claims¶
- PC-based passive viewing yielded higher word recall than embodied VR assembly training in school-aged children — related
- Sustained attention, not learning condition, was the strongest predictor of children's word recall — related
- The PC-over-VR recall difference was significant only for children with higher sustained attention — related
- Longer online reading times on unknown words are associated with higher vocabulary recall test scores — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
vr-behavioural-measures-null-prediction |
title |
VR behavioural measures (word gaze, assembly time, rotation) did not predict word learning outcomes |
description |
VR behavioural measures (word gaze, assembly time, rotation) did not predict word learning outcomes |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-26 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — rudling-2026, rudling-2026-2 |
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