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
One of the most prominent debates over minority participation in the military has been whether or not inclusive policies would undermine operational effectiveness. While the adoption of inclusive policy has tended to indicate that minority participation does not compromise effectiveness, the question has not yet been tested in the context of transgender military service. In this paper, we conduct the first-ever assessment of whether policies that allow transgender troops to serve openly have undermined effectiveness, and we ask this question in the context of the Canadian Forces (CF), which lifted its transgender ban in 1992 and then adopted more explicitly inclusive policy in 2010 and 2012. Although transgender military service in Canada poses a particularly hard test for the proposition that minority inclusion does not undermine organizational performance, our finding is that despite ongoing prejudice and incomplete policy formulation and implementation, allowing transgender personnel to serve openly has not harmed the CF’s effectiveness.
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 | 0.002 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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