Retained regulation units showed a higher combined strategic-plus-reflective share in interaction logs than in think-aloud speech (69.3% vs 55.3%)¶
Claim · All claims
Evidence · 1 study · qualitativer2·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.
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q2 i? For regulation units, higher-depth evidence was 14.0 percentage points higher in the interaction-log record than in the think-aloud record, the reverse of the planning and monitoring contrasts. → Li Shijin & Liu Junjian 2026
Evidence¶
Li Shijin & Liu Junjian 2026¶
Li Shijin & Liu Junjian. (2026). Mapping the Distribution and Depth of Metacognitive Processes in Generative AI-Assisted Learning: Evidence from Interaction Logs and Concurrent Think-Aloud Protocols. Behavioral Sciences. https://doi.org/10.3390/bs16081365
q2 · i? · qualitative · r2
Descriptive contrast across 190 retained regulation instances (114 interaction-log, 76 think-aloud). The article reports that enacted adjustment was more explicit in the interaction-log record than in concurrent speech, with strategic evidence tied to articulated task features.
"Higher-depth evidence represented 69.3% of interaction-log instances and 55.3% of think-aloud instances, or 14.0 percentage points higher in the interaction-log record."
Discussion¶
Related Claims¶
- Evidence-depth ratings in both records were concentrated at the awareness and strategic labels, with implicit and reflective evidence uncommon — related
- Retained monitoring units showed a higher combined strategic-plus-reflective share in think-aloud speech than in interaction logs (66.7% vs 41.3%) — related
- Retained planning units showed a higher combined strategic-plus-reflective share in think-aloud speech than in interaction logs (59.4% vs 49.5%) — related
- In both interaction-log and think-aloud records from a GenAI-assisted instructional-design task, regulation was the most frequent operational label and monitoring the least frequent — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
regulation-strategic-reflective-higher-interaction-log |
title |
Retained regulation units showed a higher combined strategic-plus-reflective share in interaction logs than in think-aloud speech (69.3% vs 55.3%) |
description |
Retained regulation units showed a higher combined strategic-plus-reflective share in interaction logs than in think-aloud speech (69.3% vs 55.3%) |
status |
review |
evidence_strength |
weak |
newest_evidence |
2026 |
recheck_by |
2029 |
generated |
by process:wiki-ingest on 2026-10-12 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — li-shijin-liu-junjian-2026 |
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