Role of psychological empowerment in the reduction of burnout in Canadian healthcare workers
Bibliographic record
Abstract
In this study, we investigated the role of psychological empowerment as a protective factor for burnout among workers exposed to work-related stressors (e.g. daily hassles, overload, job changes). A cross-sectional questionnaire study was conducted, with a convenience sample of 401 healthcare workers. Hierarchical multiple regressions were performed to test main and moderating effects of empowerment cognitions. Results revealed partial support for the hypotheses. Only the job meaningfulness cognition exerts a beneficent main effect on all burnout symptoms beyond the effect of stressors. Some moderating effects differing according to burnout dimensions were also found. Most interestingly, high levels of empowerment cognitions accentuate the effect of change-related resources in the reduction of emotional exhaustion. Because psychological empowerment has beneficial effects, organizations could rely on different strategies to enhance it.
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How this classification was reachedexpand
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 | 0.001 | 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".