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
Ce numero traite des difficultes rencontrees par des femmes se trouvant dans une situation economique, sociale et culturelle de vulnerabilite : la migration de la campagne vers la ville en Chine, le maintien des inegalites sexuees sur le marche du travail en France, la pluralite de trajectoires de demandeuses d'emploi en Belgique, les mecanismes de solidarite pratique et morale des Bayam-Sellam au Cameroun, le projet Meres avec pouvoir mene a Montreal et le travail d’accompagnement de femmes meurtries par l’existence au sein d’une association en Wallonie. Evitant le double ecueil du miserabilisme et de la victimisation, les articles temoignent notamment des strategies de reconstruction personnelle qui s’ancrent dans des actions associatives et des modes de resilience face a l’adversite et a la vraie fausse fatalite de la pauvrete.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.007 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it