Effets du programme d’accompagnement du retour à domicile sur les pratiques des services de Protection maternelle et infantile
Bibliographic record
Abstract
In 2010, the French Ministry of Health started the implementation of the "PRADO" process, which constitutes a way to finance two early post-partum home visits by midwives. These two visits occur between the third and twelfth day of the newborn child. However, this PRADO program has come as a supplementary service, while the Maternal and child protection services ("PMI") were already in charge of home visitation in early postpartum up to the child's sixth birthday. Through a qualitative survey, this study aimed at evaluating the effect of the implementation of the PRADO program over the PMI structure and home visitation intervention. The results suggest an important lack of coordination between these services that appear to be in competition with each other, while both financed by public funding. The PMI services expressed their feeling that families were less well served in early postpartum, with these two services.
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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 | 0.007 | 0.021 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 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".