Hospital Restructuring Stressors, Support, and Nursing Staff Perceptions of Unit Functioning
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
Hospital restructuring and downsizing have taken place in most developed countries during the past 10 years. A small but growing body of research findings has identified aspects of these changes that serve as sources of stress for nursing staff during these transitions as well as organizational initiatives that facilitate those transitions. This study reports results from a longitudinal study of hospital restructuring and downsizing on nursing staff perceptions of hospital functioning. Data were collected in November 1996 and again in November 1999 from hospital-based nursing staff using questionnaires. The findings showed moderate but statistically significant relationships between restructuring stressors and organizational support in 1996 and perceptions of hospital functioning in 1999. Nursing staff reporting higher levels of restructuring stressors and lower hospital support in 1996 indicated more negative perceptions of unit and hospital functioning in 1999.
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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 | 0.000 |
| Science and technology studies | 0.002 | 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 it