Enquête sur l'utilisation des dispositifs de retenue en automobile par les enfants âgés de 0 à 5 ans
Bibliographic record
Abstract
L'étude a pour objectif de décrire l’utilisation régulière d'un dispositif de retenue pour enfant âgé de 0 à 5 ans, passager d'un véhicule automobile. La population visée habite sur le territoire du Département de santé communautaire du Centre Hospitalier de Valleyfield. Cette étude a été réalisé à l'automne 1982, six mois après la mise en application nouvelles disposition du code de la sécurité routière au Québec. Six cent douze mères ont été interviewées. L'utilisation régulière d'un dispositif de retenue pour enfant varie selon l'âge de l'enfant, la scolarité de la mère, l'âge de la mère chez les plus scolarisées, le rang de l'enfant dans la famille, le nombre d'enfants dans la famille, te lieu de résidence (urbain-rural)
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.
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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".