Le recours aux services de santé, sociaux et communautaires par les personnes itinérantes de la région de Moncton
Bibliographic record
Abstract
Cette étude utilise le modèle de Gelberg-Andersen afin de cerner les caractéristiques des personnes itinérantes de la région de Moncton ayant recours aux services de santé, sociaux et communautaires. Les 194 participants et participantes ont été recrutés dans le cadre du projet At Home / Chez Soi. Ceux et celles souffrant d'un état de stress post-traumatique ont moins eu recours aux services hospitaliers ambulatoires que ceux et celles présentant un autre diagnostic. Les femmes utilisent davantage les services sociaux et communautaires. Nos résultats amènent un éclairage sur la nécessité d'adapter les pratiques et les services de santé, sociaux et communautaires aux besoins et conditions de vie des personnes itinérantes.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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 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".