Estimation accuracy (PAE) improved significantly across the five training sessions in both conditions¶
Claim · All claims
Evidence · 1 study · causalr2·q3
Currency · newest study 2023 · 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? PAE decreased significantly over the five training sessions regardless of condition. → Manuel Ninaus 2023
Evidence¶
Manuel Ninaus 2023¶
Manuel Ninaus, Rodolpho Cortez, Izabel Hazin, Kristian Kiili, Silke M. Wortha, Elise Klein, Elisabeth M. Weiss, Korbinian Moeller. (2023). The added value of game elements: better training performance but comparable learning gains. Education Tech Research Dev. https://doi.org/10.1007/s11423-023-10263-8
q3 · i? · causal · r2
Linear mixed model with random intercept and random slope for learning rate, fitted to PAE across five sessions for 85 participants. The article reports "PAE decreased significantly over training sessions" (p < 0.001) with Std. beta = − 0.30; no standardized effect size such as d was printed.
"The effect of the training session was statistically significant and indicated that PAE decreased significantly over training sessions and, thus, participants improved across training sessions (beta = − 0.24, 95% CI [− 0.31, − 0.17], t(417) = − 6.82, p < 0.001; Std. beta = − 0.30, 95% CI [− 0.39, − 0.21])"
Discussion¶
Learner Variables¶
- Number Sense — outcome: instruction changes it
- Proportional Reasoning — outcome: instruction changes it
Related Claims¶
- Participants in the game-based training condition estimated fraction magnitudes more accurately during training than participants in the non-game-based condition — related
- Game-based and non-game-based number line estimation training produced statistically indistinguishable pretest-to-posttest learning gains in fraction magnitude understanding — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
pae-decreased-across-training-sessions |
title |
Estimation accuracy (PAE) improved significantly across the five training sessions in both conditions |
description |
Estimation accuracy (PAE) improved significantly across the five training sessions in both conditions |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2023 |
generated |
by process:wiki-ingest on 2026-10-29 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — manuel-ninaus-2023 |
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