Une cité planifiée et une cité spontanée (Fort-de-France, Martinique)
Bibliographic record
Abstract
L'auteur fait une étude comparative de deux quartiers résidentiels de Fort-de-France, ville « primate » de la Martinique. L'un présente plusieurs caractères des Habitations à Loyer Modique (HLM) françaises ; son inspiration et son financement proviennent de l'extérieur du pays. L'autre résulte d'un ajustement spontané de la population qui a su profiter d'une ambiguïté dans la répartition des pouvoirs administratifs entre l'Etat et la Commune ; son inspiration et son financement relèvent directement du dynamisme interne de sa population. La cité spontanée ébranle les conceptions d'un certain urbanisme de prestige qui, en invoquant des critères élaborés dans les pays riches, y voit une forme de bidonville respectable ; mais elle reflète davantage les goûts et la situation économique de ses habitants qui ainsi ont créé leur propre milieu urbain à un rythme plus sécurisant.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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".