Education and age of English acquisition moderated classifier accuracy by definition type in the main test data¶
Claim · All claims
Evidence · 1 study (2 entries) · associationalr2·q3
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.
q3 i? The education × definition type interaction significantly predicted both absolute and relative accuracy. → Donnellan 2021
q3 i? The age-of-English-acquisition × definition type interaction significantly predicted both accuracy measures. → Donnellan 2021 (2)
Evidence¶
Donnellan 2021¶
Donnellan, E., Aslan, S., Fastrich, G. M., & Murayama, K. (2021). How Are Curiosity and Interest Different? Naïve Bayes Classification of People's Beliefs. Educational Psychology Review. https://doi.org/10.1007/s10648-021-09622-9
q3 · i? · associational · r2
Table 4 fixed-effects row for the education × definition type interaction in the main test data (n = 194 definitions, n = 97 participants): z = 3.173, p = .002 (absolute) and z = 3.063, p = .002 (relative). No effect size is printed.
"Education*CI 0.094 0.030 3.173 .002 0.069 0.023 3.063 .002"
Donnellan 2021 (2)¶
Donnellan, E., Aslan, S., Fastrich, G. M., & Murayama, K. (2021). How Are Curiosity and Interest Different? Naïve Bayes Classification of People's Beliefs. Educational Psychology Review. https://doi.org/10.1007/s10648-021-09622-9
q3 · i? · associational · r2
Table 4 fixed-effects row for the age-at-English-acquisition × definition type interaction: z = -2.549, p = .011 (absolute) and z = -2.274, p = .023 (relative). No effect size is printed.
"EA*CI -0.079 0.031 -2.549 .011 -0.055 0.024 -2.274 .023"
Discussion¶
Related Claims¶
- Participants' ratings of how similar curiosity and interest are did not predict classifier accuracy — related
- A Naïve Bayes classifier distinguishes free-text definitions of curiosity and interest at above-chance accuracy on unseen data — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
demographic-moderators-classifier-accuracy |
title |
Education and age of English acquisition moderated classifier accuracy by definition type in the main test data |
description |
Education and age of English acquisition moderated classifier accuracy by definition type in the main test data |
status |
review |
evidence_strength |
weak |
newest_evidence |
2021 |
generated |
by process:wiki-ingest on 2026-10-22 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — donnellan-2021, donnellan-2021-2 |
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