Under-engaged readers answered quickly but with lower accuracy, performing worst on word-level lessons¶
Claim · All claims
Evidence · 1 study · associationalr2·q2
Currency · newest study 2021 · 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.
q2 i? Under-engaged readers (Cluster 3, 37% of sample) were almost as fast as higher performers but less accurate, and performed worse on word-level lessons than on other levels. → Fang 2021
Evidence¶
Fang 2021¶
Fang, Y., Lippert, A., Cai, Z., Chen, S., Frijters, J. C., Greenberg, D., & Graesser, A. C. (2021). Patterns of Adults with Low Literacy Skills Interacting with an Intelligent Tutoring System. International Journal of Artificial Intelligence in Education. https://doi.org/10.1007/s40593-021-00266-y
q2 · i? · associational · r2
Mixed-effects model results for Cluster 3 (n = 93). Proportion correct differences between Cluster 1 and Cluster 3 ranged from 0.11 to 0.16 depending on theoretical level (Table 7 pairwise contrasts all significant).
"Theoretical level also affected under-engaged readers, in that they performed worse on the word level lessons compared to textbase, situational model and rhetorical structure level lessons."
Discussion¶
Related Claims¶
- Adults with low literacy using AutoTutor fall into four behavioral clusters: higher performers, conscientious readers, under-engaged readers, and struggling readers — a broader claim this one bears on
- Higher performers achieved the highest accuracy across all theoretical levels and the shortest response times on situation model questions — related
- Struggling readers were slow and inaccurate, with the lowest accuracy across all theoretical levels — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
under-engaged-readers-fast-low-accuracy |
title |
Under-engaged readers answered quickly but with lower accuracy, performing worst on word-level lessons |
description |
Under-engaged readers answered quickly but with lower accuracy, performing worst on word-level lessons |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2021 |
generated |
by process:wiki-ingest on 2026-10-28 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — fang-2021 |
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