Cognitive Diversity and Initiative-Taking in Crisis: A Multisource Multilevel Dual-Path Model
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Disruptive situations experienced in crises require significant initiative-taking among employees, particularly those in the service sector. Relying on the social information processing theory, this study expounds on how and when team cognitive diversity influences employee initiative-taking through work meaningfulness and perceived subgroup splits during a crisis. Data was collected from 232 hotel employees working within 58 work teams from two sources and in two waves. Results from a multilevel, dual-path parallel mediation data analysis did not support the hypothesized direct relationship between team cognitive diversity and personal initiative-taking or the indirect path through perceived subgroup split. This study’s analysis supported only the indirect path through work meaningfulness. Implications of the findings as well as avenues for further research and theory expansion are discussed.
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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