La pauvreté urbaine à Mexico : une approche de la diversité des colonies populaires
Bibliographic record
Abstract
Au Mexique, la pauvreté urbaine a été largement abordée à travers la notion de marginalidad, théorisée en écho au développement des colonies populaires, principale modalité d’expansion physique de la ville depuis les années 1940. Cette notion a ainsi permis de saisir conjointement les formes sociales et spatiales de la pauvreté. Aujourd’hui, le lien entre colonie populaire et pauvreté demande à être revisité. À partir du recensement de la population de 2010, nous proposons une image actualisée des formes socio-spatiales de la pauvreté dans la ville de Mexico, pour ensuite interroger la spécificité des formes de peuplement relevant des colonies populaires. La forte diversité mise en évidence renvoie aux trajectoires de consolidation et à la dimension politique du processus de régularisation, caractéristiques de ce mode de peuplement.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".