Stress at Work: A Study of Organizational-Professional Conflict and Unmet Expectations
Bibliographic record
Abstract
This study examines how certain conditions of work affect human service workers ’ job stress. We propose and assess a model of organizational-professional conflict to determine how professional and bureaucratic conditions of work influence service providers ’ expectations and in turn their job stress. The model was tested using data from a survey of 514 human service providers in Alberta, Canada. The findings suggest that whether service providers ’ expectations are met is critical in explaining job stress. Professional conditions of work relating to working relationships and client interactions are key to fulfilling service providers’ expectations, whereas bureaucratic conditions of work that reflect role conflict and excessive role demands are particularly stressful. An unexpected finding is that bureaucratization of procedures that may limit service workers ’ control over their work does not contribute significantly to their job stress. A major area in the study of professions is the potential for conflict between professionals and the organizations for which they work (Sorensen
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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 | 0.001 | 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) | 0.001 | 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".