Member Diversity and Cohesion and Performance in Walking Groups
Why this work is in the frame
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Bibliographic record
Abstract
The purpose of the study was to examine the relationship of group member diversity in task-related attributes (i.e., self-efficacy, level of previous physical activity, and personal goals) and task-unrelated attributes (i.e., ethnicity and gender) to task cohesiveness and task performance in walking groups ( N varied from 1,324 to 1,392 groups for the analyses). For the task-related attributes, diversity in level of previous physical activity was significantly related to both task cohesion and group performance—as diversity increased, cohesion and performance decreased. For the task-unrelated attributes, diversity in gender was related to task cohesion—as diversity increased, cohesion decreased. Gender diversity was unrelated to group performance. The results are discussed in terms of their implications for the dynamics of task-oriented groups.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it