Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Associations and private individuals, groups of young people and groups of senior women, farmers and workers, present and future generations, mayors and whole towns, trees and woods, water and rivers: the list of claimants in climate change litigation is wide and varied. Indeed, since everyone and no one in particular has the right to a healthy climate, determining claimants’ legal standing in climate disputes is of paramount importance. Rules of proceedings are sometimes of help, providing ad hoc standing for public interest litigations. In other cases, however, judges have to manage the claim according to the traditional rules of proceedings, which generally require claimants to demonstrate their direct and personal concern. Thus, since legal standing is one of the first hurdles that activists must overcome to succeed in climate disputes, procedural law may provide judges with the grounds for meaningful decisions as well as a way to avoid ‘political’ decisions. In this paper, after analysing why civil litigation is proving to be the only suitable path for climate activists in the Italian legal order, I therefore intend to address four key ‘standing-orientated’ climate cases and namely the Dutch case of Urgenda, the Canadian case of ENvironnement JEUnesse, the Belgian case of Klimaatzaak, and the Swiss case of KlimaSeniorinnen. Having completed this analysis, and returning to the Italian case, the possible outcomes related to the claimants’ legal standing are then explored, both with respect to the associations and the individuals involved in the case.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it