Pauvreté des familles monoparentales et parcours professionnel des mères après la rupture
Bibliographic record
Abstract
Les informations fournies par le panel de répondants des trois premiers cycles de l’Enquête longitudinale nationale sur les enfants et les jeunes (ELNEJ) permettent d’examiner les liens entre famille, travail et trajectoire économique durant la transition vers la monoparentalité. Au moyen d’analyses descriptives et multivariées réalisées sur l’échantillon des familles touchées par la séparation des parents entre deux cycles de l’enquête, nous vérifions si l’activité de la mère chef de famille monoparentale est influencée en regard de ses caractéristiques antérieures à la rupture : présence sur le marché du travail, revenu, niveau d’instruction, nombre et âge des enfants, notamment. On constate que le travail et la trajectoire économique antérieurs de la mère sont étroitement liés à la situation économique future de la famille monoparentale.
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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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 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".