QCGE dimensions correlate weakly with each other except a moderate CE–CC correlation; nonverbal behaviors were not affected by task condition¶
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Evidence · 1 study · associationalr2·q2
Currency · newest study 2024 · not yet checked against its sources · not reviewed by a person
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q2 i? Spearman correlations show the QCGE dimensions are weakly correlated except for CE and CC (moderate); a second model found no significant relationship between nonverbal behaviors and the experimental condition. → Paneth 2024
Evidence¶
Paneth 2024¶
Paneth, L., Jeitziner, L. T., Rack, O., Opwis, K., & Zahn, C. (2024). Zooming in: The role of nonverbal behavior in sensing the quality of collaborative group engagement. Intern. J. Comput.-Support. Collab. Learn. https://doi.org/10.1007/s11412-024-09422-7
q2 · i? · associational · r2
Correlation analysis (Spearman ρ for QCGE dimensions, Pearson r for nonverbal predictors) to examine discriminative validity; correlations among nonverbal behaviors partially show weak to moderate effect sizes and do not suggest multicollinearity. Printed magnitude values are not given in the text, so impact is null.
"The Spearman's ρ results suggest that the QCGE dimensions are weakly correlated with each other, except for CE and CC, indicating a moderate effect size."
Discussion¶
Related Claims¶
- Frequencies of nonverbal behaviors descriptively rise with higher engagement ratings across the four QCGE dimensions — related
- No statistically significant association between QCGE dimension ratings and the collaborative product grade — related
- Response length is only weakly correlated with originality for most LLMs, suggesting CPIG's originality gains are not purely elaboration — related
- Talk time and internal behavioral engagement are only weakly correlated, indicating they are separate phenomena — related
- Group engagement dimensions are positively interrelated concurrently, except socioemotional engagement — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
qcge-dimensions-weak-intercorrelations-condition-null |
title |
QCGE dimensions correlate weakly with each other except a moderate CE–CC correlation; nonverbal behaviors were not affected by task condition |
description |
QCGE dimensions correlate weakly with each other except a moderate CE–CC correlation; nonverbal behaviors were not affected by task condition |
status |
review |
evidence_strength |
weak |
newest_evidence |
2024 |
generated |
by process:wiki-ingest on 2026-10-18 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — paneth-2024 |
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