Too Many Hats? The Role of Police Officers in Drug Enforcement and the Community
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
Abstract Research on police attitudes and opinions about drugs and drug enforcement is particularly relevant amidst current critiques of policing that put their role into question. The aim of this qualitative study is to examine the role of police officers in providing public health and social support to the community and people who use drugs. Semi-structured interviews were conducted with 16 police officers working across British Columbia, Canada. Interviews were analysed thematically. We discuss two main themes: (1) the roles of police officers and (2) role strain among officers. The findings show that officers have multiple roles or wear multiple ‘hats’, including the crime fighter, the helper, the health responder, and the administrator. Collectively, wearing ‘too many hats’ caused role strain as well as tense relations with the community. Findings highlight the importance of establishing clear role definitions and expectations for police, as well as providing resources to address public health and social service needs for the community.
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 | 0.008 | 0.006 |
| 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 | 0.001 |
| 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