Adaptation des territoires insulaires : éléments de réflexion à partir de deux îles françaises (Ré et la Réunion)
Bibliographic record
Abstract
Cet article propose de vérifier l’hypothèse selon laquelle la perspective des effets associés au changement climatique peut modifier et renouveler l’appréhension des vulnérabilités locales. Après une présentation des impacts majeurs du changement climatique auxquels sont, et seront potentiellement exposés les petites îles, sont analysés les processus de mise à l’agenda et des stratégies d’action déployées par les territoires insulaires face aux effets du changement climatique, sur la base d’études réalisées en 2006 et 2007 sur deux îles françaises, une métropolitaine (Ré) et un Département d’Outre Mer (La Réunion). Enfin, les points communs observés dans les réactions locales face aux effets du changement climatique sont mis en lumière, et les conséquences de l’adaptation des territoires sur l’application du principe de solidarité territoriale sont discutées.
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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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.005 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".