Negotiations of responsibility for community and personal care: emotional coping, leisure, and restoration for public safety personnel
Bibliographic record
Abstract
Uniformed public safety personnels (PSPs) are the first line of care on scenes of distress, where they are put into positions to negotiate the responsibilities of community and personal care. This work helps expose the oppressive nature that systems governing community safety have on bodies that are uniformed. Using critical, narrative approaches, 11 public safety personnel participants were recruited to participate in focus groups and interviews. Conversations with PSPs centred on how they navigate relations of power and adhere to militant cultural norms to perform the expectations of the ‘uniform.’ We interpretively analyzed the data to describe three threads that make up the uniform and to create reflections on the potentials of leisure as a means of resistance and healing under capitalism. The intent of this paper is to create a stronger rationale for more work in the study of community safety and care, addressing a gap in services for PSPs.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 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) | 0.000 | 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".