Les jardins familiaux franciliens entre urbanisation, végétalisation et agrarisation
Bibliographic record
Abstract
Les jardins familiaux sont une des formes les plus anciennes du jardinage urbain en France. Ces dernières années, ils entrent en concurrence et en complémentarité avec d’autres formes de jardinage plus récentes comme les jardins partagés ou potagers pédagogiques. En Île-de-France, ces jardins familiaux s’inscrivent dans la ville en articulant plusieurs échelles et différents types d’acteurs et révèlent certains enjeux d’aménagement urbain à lire dans la durée. Participant originellement à l’urbanisation des banlieues, ils en sont aujourd’hui les victimes. Cependant, plus qu’une végétalisation de la ville et une amélioration du cadre de vie des urbains comme les autres formes de jardinage, ils favorisent une agrarisation de la métropole aujourd’hui discutée.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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".