Relationship of Challenge and Hindrance Stressors With Burnout and Its Three Dimensions
Bibliographic record
Abstract
Abstract. The two-dimensional-work-stressor framework suggests that both challenge stressors and hindrance stressors have an undesirable (positive) relationship with burnout for all employees. However, the existing studies testing this framework either treated burnout as a global construct or used one burnout dimension and have not used age as a possible moderator. This paper reports two cross-sectional studies that examined the stressor-burnout relationship while burnout is conceptualized as three-dimensional (i.e., emotional exhaustion, cynicism, and inefficacy). Results indicate that although challenge and hindrance stressors show a similar (positive) relationship with exhaustion, they have differing relationships with cynicism and inefficacy. This study also explored how life stage influences the relationships between the two stressors and emotional exhaustion, cynicism, and inefficacy.
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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 | 0.000 | 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 | 0.000 | 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".