Laboratory-identified behavioural markers of states such as confusion can, with care, indicate the same state in real online learning environments¶
Claim · All claims
Evidence · 1 study · theoreticalr3·q1
Currency · newest study 2017 · 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.
q1 i? When behavioural markers of confusion identified in laboratory studies appear during real online learning, educators can say with some confidence that a student may be confused and intervene. → Jason M. Lodge and Linda Corrin 2017
Evidence¶
Jason M. Lodge and Linda Corrin 2017¶
Jason M. Lodge and Linda Corrin. (2017). What data and analytics can and do say about effective learning. npj Science of Learning. https://doi.org/10.1038/s41539-017-0006-5
q1 · i? · theoretical · r3
The authors' theoretical argument that laboratory studies "provide suggestions as to the type of behaviours evident when a student gets confused", enabling interventions such as automated feedback or teacher communication when markers recur online. No empirical data are reported in the commentary.
"When these same markers become evident when students learn in a real online environment, we can say with some con fidence that the student could be confused. Having identi fied potential confusion, appropriate educational interventions can be made."
Discussion¶
Related Claims¶
- Eye tracking can be used to study student engagement, teacher expertise, and teacher-student interaction in naturalistic classroom contexts — a broader claim this one bears on
- Post-error behavioural adjustments can occur automatically, dissociated from explicit error detection — related
- A tutoring system can adjust its behaviour in response to a dynamically modelled motivational state, though some motivational rules are not appreciated by learners — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
lab-behavioural-markers-transfer-online |
title |
Laboratory-identified behavioural markers of states such as confusion can, with care, indicate the same state in real online learning environments |
description |
Laboratory-identified behavioural markers of states such as confusion can, with care, indicate the same state in real online learning environments |
status |
review |
evidence_strength |
weak |
newest_evidence |
2017 |
generated |
by process:wiki-ingest on 2026-10-26 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — jason-m-lodge-and-linda-corrin-2017 |
Frontmatter is the page's machine-readable record — see the Schema & Guide.