De l’idéal à la pratique : le partage d’argent de parents d’enfants ayant un trouble du spectre de l’autisme1
Bibliographic record
Abstract
Les familles d’enfants ayant un trouble du spectre de l’autisme (TSA) vivent des difficultés financières importantes en raison des besoins de services spécialisés de ces enfants et du faible taux d’emploi des mères. À la lumière du contexte actuel où l’indépendance financière et l’autonomie entre partenaires sont valorisés, les auteures veulent circonscrire les dynamiques économiques entre les parents d’enfant ayant un TSA. L’analyse qualitative réalisée à partir de 18 entretiens auprès de ces parents démontre que les inégalités financières dans le ménage sont courantes et que les mères sont susceptibles de s’appauvrir à court, à moyen et à long terme.
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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 | 0.004 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.009 | 0.010 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| 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".