The Military Environment: Risk Factors for Women???s Non-Fatal Assaults
Bibliographic record
Abstract
Little is known regarding environmental exposures for non-fatal violence toward women in the workplace. We sought to identify factors associated with non-fatal physical assault occurring to women during military service. A cross-sectional telephone survey of a national sample of 558 women veterans who served in Vietnam and subsequent eras of military service was conducted; 537 women were interviewed. Twenty-three percent experienced non-fatal physical assault during military service. Rates of assault were consistent across eras of service. Military environmental exposures, including sexual harassment allowed by officers (P < 0.0001) and unwanted sexual advances while on duty (P < .0001) and in sleeping quarters (P < 0.0001), were independent risk factors for assault. Environmental factors in the military workplace, including leadership behavior, appeared to promote violence toward military women. Such occupational factors can be identified and should be eliminated.
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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 | 0.000 | 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) | 0.001 | 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".