Comparing the Safety Culture of Nursing Homes and Hospitals
Bibliographic record
Abstract
The purpose of this study was to compare the patient safety culture between nationally representative samples of hospitals and nursing homes.This research is important in expanding our understanding of safety culture, to better understand the differences and similarities between healthcare settings, and to promote shared learning of best practices between settings. Findings from the Nursing Home Survey on Patient Safety Culture (NHSPSC) were compared with findings from the Hospital Survey on Patient Safety Culture (HSOPSC). Of the 26 highly similar items in these questionnaires, 9 of the NHSPSC scores were lower than the HSOPSC scores (indicating poorer perceptions of safety culture), 1 score was identical, and 16 of the NHSPSC scores were higher than the HSOPSC scores (indicating better perceptions of safety culture). Some learning opportunity may present itself for both nursing homes and hospitals to improve safety culture. This may have a significant impact on quality of care and quality of life for residents.
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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 | 0.000 |
| 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".