Effectiveness of overhead lifting devices in reducing the risk of injury to care staff in extended care facilities
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
Patient and/or resident handling is a major cause of injury to healthcare workers. The effectiveness of an overhead ceiling lift programme at mitigating the risk of injury from resident handling was evaluated by comparing injury data and staff perceptions before and after implementation of the programme, and by comparison with a similar unit that did not implement an overhead ceiling lift programme. A questionnaire was used to assess perceived risk of injury and discomfort, preferred resident handling methods, frequency of performing designated resident handling tasks, perceived physical demands, work organization, and staff satisfaction. Staff preferred overhead ceiling lifts to other methods of transfer (manual or floor lifts) when lifting or transferring residents. A significant reduction was observed in the perceived risk of injury and discomfort to the neck, shoulders, back, hands, and arms of care staff. Compensation costs due to lifting and transferring tasks were reduced by 68% for the intervention unit and increased by 68% for the comparison unit. Overhead ceiling lifts were not beneficial in reducing the perceived risk of injury, pain or discomfort, or compensation costs when used to reposition residents. The study demonstrated an overall cost-savings associated with the installation of the overhead lifts, and highlighted areas for further improvement.
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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