Rapport synthèse : d’un regard sur la vulnérabilité périnatale à une évaluation des services de relevailles offerts par les centres de ressources périnatales (CRP) du Québec
Bibliographic record
Abstract
Ce rapport synthèse a été construit de manière à faciliter le partage des connaissances issues de la \nrecherche avec les décideurs, praticiens et tout autre personne intéressée par la vulnérabilité en période \npérinatale, les centres de ressources périnatales (CRP), ainsi que l’utilisation et les retombées de leur \nservice de relevailles auprès des familles. Pour en maximiser la consultation et la diffusion, il comprend \nnon seulement une synthèse de la recherche en 25 pages, mais aussi deux feuillets détachables : \n• Principaux messages et recommandations (1 page) \n• Rapport bref (5 pages)
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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 | 0.043 | 0.105 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.005 | 0.008 |
| Science and technology studies | 0.007 | 0.005 |
| Scholarly communication | 0.014 | 0.005 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.033 | 0.003 |
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".