“I Think It’s Still a Male-Dominated World”: Detachment Services Assistants’ Perceptions and Experiences of a Gendered Police Organization
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
Police organizations, typically considered masculine paramilitary organizations, are employing increasing numbers of women in non-sworn roles. We investigate the experiences and perceptions of a specific group of non-sworn personnel, Detachment Services Assistants (DSAs) working with the Royal Canadian Mounted Police, unpacking their perceptions of a slowly-changing gendered organizational culture. We analyze how their fluid performances of femininities allow them to navigate a gendered workplace environment that, at times, can marginalize them based on their gender and occupational status. The study makes a novel contribution to the policing literature on gender and the role of non-sworn personnel in policing.
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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 | 0.000 | 0.000 |
| 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 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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