Workload as a Determinant of Staff Injury in Intermediate Care
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
Care aides (CAs) and licensed practical nurses (LPNs) in intermediate care (IC) facilities experience high risks of injury. Workload measures were examined in eight IC facilities to ascertain their relationships with musculoskeletal injury rates, pain, burnout, and self-reported health. Workload was measured using (1) focus groups and telephone interviews to obtain CA/LPN perceptions; (2) systematic observation (numbers of tasks performed in shift); and (3) CA-to-resident staffing ratios. Controlling for resident dependency and facility funding, all workload measures were correlated with staff injury rates and burnout. Facilities with low injury rates had better CA/LPN-to-resident staffing ratios and fewer tasks. The differences in staffing reflected differences in how organizations prioritized and allocated resources. Thus, workload is an important determinant of injuries and increased staffing levels correlate with decreased injuries.
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.
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