Carelessness detectors trained on Philippine students generalize to USA students without re-fitting¶
Claim · All claims
Evidence · 1 study · associationalr2·q2
Currency · newest study 2014 · 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? Detectors trained on Philippine data achieved correlations of 0.708 and 0.609 (NoScooter detector) and 0.834 and 0.788 (Scooter detector) on USA data. → Maria Ofelia Z. San Pedro 2014
Evidence¶
Maria Ofelia Z. San Pedro 2014¶
Maria Ofelia Z. San Pedro, Ryan S. J. d. Baker, & Ma. Mercedes T. Rodrigo. (2014). Carelessness and Affect in an Intelligent Tutoring System for Mathematics. Int J Artif Intell Educ. https://doi.org/10.1007/s40593-014-0015-y
q2 · i? · associational · r2
Generalizability test applying Philippine-trained detectors, without modification, to logs from 117 USA 6th–8th grade students (52 Scooter, 65 NoScooter). The article reports the detectors "performed quite well for all combinations of training and test conditions".
"The detector developed on the NoScooter sample from the Philippines achieved a correlation of 0.708 to the USA NoScooter data, and a correlation of 0.609 to the USA Scooter data."
Discussion¶
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Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
carelessness-detector-cross-country-generalizability |
title |
Carelessness detectors trained on Philippine students generalize to USA students without re-fitting |
description |
Carelessness detectors trained on Philippine students generalize to USA students without re-fitting |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2014 |
generated |
by process:wiki-ingest on 2026-10-27 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — maria-ofelia-z-san-pedro-2014 |
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