Inpatient supervised consumption services: A nursing perspective
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
Harm reduction reduces the risk of negative effects of health behaviours. Supervised consumption services (SCS) provide clean, safe and supervised locations for substance use. They are one strategy to reduce unintentional overdose and spread of infectious disease. The first in-hospital SCS in Edmonton, Alberta continues to offer services to inpatients. Nurses provide supervision of substance use, health promotion and education to clients. SCS staff also provide education to hospital nursing staff who refer clients for SCS. Despite existing community and hospital SCS, nursing frameworks for SCS and federal and provincial policies that support SCS, implementation of SCS in hospitals is uncommon. Nurses should be informed about SCS and their potential for further implementation. Existing programs can be useful templates for future implementation in hospitals. Nurses can be advocates for harm reduction strategies in their workplace that include SCS.
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 | 0.001 | 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 | 0.003 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 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