Disentangling the relationship between empowering leader behaviors and adaptive performance in work teams
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
When teams operate in a dynamic and complex environment, their ability to adapt to changing demands is crucial for organizational success. The aim of this study is to investigate the role of empowering behaviors exhibited by team leaders in team adaptive performance by taking into account the mediating role of shared leadership displayed by team members and the moderating effect of access to resources. Data were collected from 82 work teams (i.e., 394 members and 82 immediate supervisors) in a public safety organization. Results of path analyses show that the relationship between empowering leader behaviors and team adaptive performance is mediated by shared leadership. Moreover, we found that the relationship between empowering leader behaviors and shared leadership is moderated by access to resources, such that this relationship is stronger when the level of access to resources is high. Overall, the findings shed light on the process through which team leaders can enhance the adaptive performance of their team.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| 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