Les interventions à domicile en Protection maternelle et infantile. Résultats d’une étude nationale
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
Maternal and child protection services ("PMI") are French universal services providing prevention and health promotion services to parents and their newborn children up to the age of 6. They specifically offer home visitation services in order to reach families that could not be seen otherwise. This paper presents the results of a national survey describing these home visitation services and their local implantation. Sixty French ?départements? (59%), constituting the territorial unit for the PMI answered the survey. The results point out that family reach remains a challenge for these services. Organizational issues represent the main barrier to implement and deliver home visitation with sufficient reach and quality. The services now provide home visitation based on risk factors, while the universality of services seems to be no longer guaranteed. The number of tasks that the nurses have been charged with can explain these difficulties, as well as the lack of financial and human resources.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.022 | 0.004 |
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