The Nature, Cause, and Extent of Occupational Musculoskeletal Injuries among Sonographers
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
Concerns regarding injury rates, as well as resulting discomfort and disability, among sonographers led to a needs assessment across 13 work sites. General sonographers completed 82,642 exams in 2001-2002. Sick time and workers’ compensation costs of more than $180,000 occurred due to worker disability in the same time period. In an effort to improve working conditions and retain workers, funding was allocated to assess the problem and provide recommendations to prevent and manage the injuries more effectively. A survey was administered across the sector to 76 sonographers. The respondent rate was 88%. The results describe the nature of injury, types of scans causing discomfort, effectiveness of various treatments and providers, and workers’ feelings regarding work organization and culture. The results identify and validate the need for action. Recommendations include a standardized approach for treatment, education, and ergonomic work site training as well as prescreening of students for injury risk factors.
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 | 0.003 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| 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