Se déplacer sans adultes en ville : récits d’autonomie de jeunes barcelonais
Bibliographic record
Abstract
Dans cet article, nous cherchons à analyser les pratiques de la ville des enfants et adolescents pour comprendre comment ils agissent dans l’espace urbain contemporain et comment celui-ci les agit. Comment habitent-ils la ville ? Habiter non pas dans le sens d’ « avoir un toit » mais en tant qu’être localisé dans un espace physique à un moment donné. C’est-à-dire, comment se situent les jeunes dans l’espace urbain ? Comment reconnaissent-ils l’espace physique de la ville et comment l’utilisent-ils ? C’est en entrecroisant les témoignages des jeunes avec parfois ceux de leurs parents et surtout en les suivant dans leurs déplacements que nous avons essayé de comprendre comment se déroule l’apprentissage de leur autonomie en ville.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.011 | 0.006 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| 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".