Adding peripheral data raises specific transition probabilities in the SRL process map, e.g., Elaboration-to-Monitoring from 24% to 44%¶
Claim · All claims
Evidence · 1 study · designr2·q2
Currency · newest study 2022 · not yet checked against its sources · not reviewed by a person · overdue for a recheck since 2025: 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? The HC.E to MC.M transition probability rose from 24% (Nav_only) to 44% (Enhanced_log); First-reading to Organisation rose from under 1% to 16%, and back to First-reading from under 1% to 79%. → Yizhou Fan 2022
Evidence¶
Yizhou Fan 2022¶
Yizhou Fan, Lyn Lim, Joep van der Graaf, Jonathan Kilgour, Mladen Raković, Johanna Moore, Inge Molenaar, Maria Bannert, Maria Bannert, Dragan Gašević. (2022). Improving the measurement of self-regulated learning using multi-channel data. Metacognition and Learning. https://doi.org/10.1007/s11409-022-09304-z
q2 · i? · design · r2
Comparison of first-order Markov models built with pMineR from the three channels for all 25 participants. Transition probabilities were used for comparison because raw transition counts increase mechanically when channels are added.
"the probability of transition from Elaboration (HC.E) to Monitoring (MC.M) increased from 24% (based on Nav_only) to 44% (based on Enhanced_log)."
Discussion¶
Related Claims¶
- Adding peripheral data to navigational logs sharply changes the detected distribution of SRL processes, revealing many more Organisation and far fewer First-reading processes
- Only with eye-tracking data does Monitoring appear as an intermediate process linking most other SRL processes in the process map — related
- Most refinements from adding peripheral data convert First-reading or Re-reading into Organisation, and eye-tracking then corrects many back to First-reading — related
- Adding data channels refines roughly 29–52% of detected SRL process time, measured by a new percent-of-processes-refined metric — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
transition-probabilities-increase-with-channels |
title |
Adding peripheral data raises specific transition probabilities in the SRL process map, e.g., Elaboration-to-Monitoring from 24% to 44% |
description |
Adding peripheral data raises specific transition probabilities in the SRL process map, e.g., Elaboration-to-Monitoring from 24% to 44% |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2022 |
recheck_by |
2025 |
generated |
by process:wiki-ingest on 2026-10-19 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — yizhou-fan-2022 |
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