Two decades of the Swiss program based on the prescription of Diacetylmorphine, from a public health intervention to a treatment option
Bibliographic record
Abstract
The medical prescription of diacetyl morphine (heroin) treatment is an addition to the therapeutic arsenal for patients gravely dependent or addicted to heroin use and for whom other forms of therapy have failed. In Switzerland, the Federal Office of Public Health SFOPH) has established directives and recommendations concerning prescription and administration of diacetyl-morphine. La prescription médicale d'un traitement par diacétylmorphine (héroïne) s'ajoute à l'arsenal thérapeutique disponible pour les patients gravement dépendants à l'héroïne et pour qui les autres approches thérapeutiques ont échoué. En Suisse, l'Office fédéral de la santé publique (OFSP) a formulé des directives et recommandations quant à la prescription et l'administration de la diacétylmorphine.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.004 | 0.006 |
| Insufficient payload (model declined to judge) | 0.015 | 0.002 |
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 source (direct Gemma or distilled Codex), 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".