Le revenu universel au regard des personnes en précarité
Bibliographic record
Abstract
Le revenu universel d’existence fait débat dans une période de transition sociétale liée aux mutations sociales, économiques, technologiques et environnementales. Le Secours catholique, contribuant à la disputatio , souhaite montrer en quoi un revenu universel est ou non une opportunité de sortir les plus vulnérables de la pauvreté dans un contexte où la vision profonde du travail est interrogée : l’articulation entre l’activité que chacun a dans la société et les revenus d’existence auxquels la communauté lui permet d’accéder. L’association témoigne que la lutte contre la pauvreté ne peut pas se limiter à une aide financière et que les effets d’un revenu universel présentent de sérieux risques à voir les inégalités augmenter suivant des logiques d’effets paradoxaux.
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 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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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; both teacher heads agree on what is shown here.
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".