Initial Results of an Evidence-Based Safe Patient Handling and Mobility Program to Decrease Hospital Worker Injuries
Bibliographic record
Abstract
The rate for musculoskeletal injuries among health care workers is one of the highest for all industrial sectors in the United States; these injuries often occur during manual handling (i.e., lifting, moving, transferring, and repositioning) of patients. The following article describes the process used to complete a comprehensive assessment, as well as the planning, implementation, and initial evaluation of a quality improvement program to reduce work-related musculoskeletal disorders (WMSD) among health care workers employed by a rural Midwest hospital. Key elements for WMSD injury reduction were identified and compared across literature sources, national standards, and current state and federal legislative requirements for hospitals. The program used a multi-factor design that included evidence-based interventions (i.e., those supported by emerging evidence) to create a comprehensive Safe Patient Handling and Mobility (SPHM) program intended to address the unique needs of the organization. Initial program results are reviewed as well as significant considerations and challenges for SPHM programs.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.002 | 0.005 |
| 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".