ASR recognition accuracy enhances learning motivation but does not significantly predict reflective behavior¶

Claim · All claims
Evidence · 2 studies · 2 associational r1 · q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person · recheck by 2029: tool and model accuracy changes quickly

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? Recognition accuracy has no significant effect on triggering reflective behavior. → Chen D 2026 q2 i? Recognition accuracy positively predicts learning motivation. → Chen D 2026 (2)

Evidence¶

Chen D 2026¶

Chen D, Zeng L, Ou W and Zhong S (2026) ASR technology in college English speaking instruction: the role of feedback internalization and metacognitive strategies. Front. Psychol. 17:1847238. https://doi.org/10.3389/fpsyg.2026.1847238

q2 · i? · associational · r1

SEM path analysis of the 325-response survey tested accuracy as a predictor of reflective behavior. The path was non-significant (p = 0.885); the article prints no effect size, so the null is reported as a non-detected effect, not equivalence.

"the path coefficient for recognition accuracy was −0.011 (SE = 0.077, CR = –0.144, p = 0.885). This indicates that recognition accuracy has no significant effect on triggering Reflective Behavior."

Chen D 2026 (2)¶

q2 · i? · associational · r?

Same SEM path analysis predicting learning motivation. Accuracy was a significant positive predictor, "with a path coefficient of 0.271 (SE = 0.080, CR = 3.380)"; no standardized effect size is printed.

"recognition Accuracy showed a positive effect with a path coefficient of 0.271 (SE = 0.080, CR = 3.380), meaning that higher recognition accuracy helps to enhance learners' intrinsic drive."

Discussion¶

Educators report ASR features can be inaccurate for learners' diverse accents, dialects, and speech patterns — the general claim this finding bears on, with the studies behind it
ASR usage frequency moderately predicts reflective behavior but does not significantly predict learning motivation — related
In ASR-assisted college English speaking instruction, corrective feedback and reflection tasks each significantly predict reflective behavior — related
Reflective behavior and learning motivation each significantly predict oral proficiency improvement in ASR-assisted instruction — related

Page metadata

Field	Value
`type`	`claim`
`id`	`asr-accuracy-motivation-not-reflection`
`title`	`ASR recognition accuracy enhances learning motivation but does not significantly predict reflective behavior`
`description`	`ASR recognition accuracy enhances learning motivation but does not significantly predict reflective behavior`
`status`	`review`
`evidence_strength`	`moderate`
`newest_evidence`	`2026`
`recheck_by`	`2029`
`generated`	by `process:wiki-ingest` on `2026-10-10`
`trust`	unverified — no one has confirmed this page's content
`sources`	2 — `chen-d-2026`, `chen-d-2026-2`

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