Claims

VR behavioural measures (word gaze, assembly time, rotation) did not predict word learning outcomes

Claim · All claims
Evidence · 1 study (2 entries) · causal r2 · q3 · i2 medium
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

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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