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
Au début de leurs deux décennies de gouvernement, les partis de la Concertación avaient fait de l’environnement un champ privilégié d’action pour se distinguer de la négligence du gouvernement autoritaire et respecter les obligations internationales du Chili. Or le style de développement du Chili, qui repose sur l’exploitation des ressources naturelles, entraîne des modifications de l’environnement et les instruments mis en place, notamment les études d’impact environnemental, ne sont pas suffisants pour les prévenir. Ces études ont cependant permis d’installer des mécanismes de gestion mais restent en-dessous des attentes d’une partie de la société. La création du ministère de l’environnement permet de rationaliser en partie le dispositif et, surtout, d’afficher de bons indicateurs à l’international, sans nécessairement résoudre les principaux problèmes.
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 | 0.001 | 0.005 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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