Local engagement and U.S. military attitudes toward gender integration: Evidence from Afghanistan
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
As debates on gender integration growin the military and Women, Peace, and Security scholarship, security studies scholars and policy experts are scrutinizing the link between gender and operational effectiveness. This article argues that deployed experiences create opportunities for soldiers to observe women’s engagement with host communities, particularly local women - contributing to soldiers' improved attitudes toward gender integration. Employing interviews and an online survey with a total of 43 US active duty and veterans who served in ISAF in Afghanistan, we find that most who hadserved in mixed-gender units commended female soldiers’ interactions with local populations and linked these observations with improved assessments of the operating environment. By contrast, those in male-only units report more negative views. Our study introduces an original argument to explain differences in soldiers’ attitudes toward integration, presents new empirical insights from a difficult-to-access sample and offers evidence that mixed-unit experiences matter for soldiers’ views on gender integration.
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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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| 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