À propos d'une approche médicojudiciaire des auteurs de violences intrafamiliales : l'expérience douaisienne
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
La politique de la juridiction de Douai, sous l’impulsion du procureur Luc Fremiot, s’est construite entre 2003 et 2008 en associant une prise en compte judiciaire tres precoce des phenomenes de violence dans la famille et une prise en charge therapeutique intensive de l’auteur. Nous assurons depuis 2008 cette prise en charge, qui s’appuie sur des groupes hebdomadaires, co-animes par deux therapeutes, se deroulant sur un minimum de 21 seances. La methodologie des groupes est partagee avec les equipes d’Option au Quebec, precurseurs en la matiere, et Praxis, qui intervient sur l’ensemble de la Wallonie. Plus de 400 personnes ont ete suivies depuis trois ans. Le cadre general est celui d’un reseau sante-justice solide et fortement structure.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.001 | 0.001 |
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