Improvements in Staff Quality of Work Life and Family Satisfaction Following the Move to Single-Family Room NICU Design
Why this work is in the frame
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Bibliographic record
Abstract
OBJECTIVE: The purpose of this study was to determine whether there were differences in staff quality of work life and parent satisfaction when a neonatal intensive care unit moved from an open-bay design to a single-room model of care. DESIGN: This descriptive study measured staff quality of work life and family satisfaction before and at 2 time periods after the relocation of a perinatal centre and the introduction of single-family room care. Differences in work life quality and satisfaction were determined using 2-sample t-tests. RESULT: There were improvements in staff quality of work life and family satisfaction at both time periods following the move. CONCLUSION: Lessons learned may be of value to other units considering such a move. A neonatal intensive care unit designed to contribute to parental and staff well-being is a model to be considered for future neonatal designs.
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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 | 0.000 | 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 it