Physical Performance Characteristics of Military Aircraft Maintenance Personnel Resistant to Work-Related Musculoskeletal Disorders of the Hand and Wrist
Bibliographic record
Abstract
Work related musculoskeletal disorders (WMSD), the largest portion of reported and compensated work-related diseases, represent at least one-third of all reported occupational diseases in the United States, Nordic countries, and Japan. WMSDs are responsible for more work absenteeism and disability than any other disease category in the United States, Canada, Sweden, Finland, and England (Punnett & Wegman, 2004). Service industries accounted for 71% of all WMSDs with lost workdays in 2003 for the United States (US). Trade, transportation, and utilities; education and health services; and repair and maintenance are common service industries (Bureau of Labor Statistics [BLS], 2005). Within the United States Air Force (USAF), electrical and mechanical repair technicians comprised the largest occupation category in the USAF or 21% of the enlisted workforce ("Air Force enlisted demographics", 2006 June). Aircraft maintenance was the duty area resulting in the largest number of lost workdays for the USAF from fiscal years 1993 through 2002 (Copley, Burnham, & Shim, 2003).
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 | 0.001 | 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 | 0.001 |
| 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".