Workplace Bullying in Health Care Affects the Meaning of Work
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
Our purpose in this grounded theory study was to explore the impact of workplace bullying (WPB) on women working in health care. We analyzed interviews with 21 women, professionals and nonprofessionals. The women experienced a change in their meaning of work (MOW) when they had experienced WPB, and they addressed this change through a process we called the shifting meaning of work. This process has three stages. The first, developing insight, involves recognizing causes of changed MOW as external. In the second stage, resisting, women defend against changed MOW by sustaining acceptable MOW and work performances, and by confronting causes. In the final stage, rebuilding, women try to adapt and modify approaches to work by coming to terms, adjusting work attitudes, and investing in self. We identified implications of this process for managing health and work issues with women, health care providers, and employers.
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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 | 0.048 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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