Bibliographic record
Abstract
Im September 2009 ratifizierte Timor-Leste (Osttimor) als letztes von 196 Ländern das »Montreal-Protokoll über Stoffe, die zum Abbau der Ozonschicht führen«. Das Protokoll von 1987 stellt damit das bedeutendste multilaterale Umweltabkommen und die erste internationale Vereinbarung dar, die eine weltweite Ratifizierung erlangte. Die Problematik des Ozonlochs ist inzwischen weitgehend aus der öffentlichen Debatte verschwunden. Mehr als 20 Jahre nach dem Montrealer Abkommen ist die Wissenschaft jedoch zu neuen Erkenntnissen über die Zusammenhänge zwischen Ozonloch und Klimawandel gelangt. Der Artikel gibt einen Überblick über die Bedeutung des Ozonlochs für Umwelt und Klima und diskutiert Politikmaßnahmen zur Abschaffung ozonschichtschädigender Substanzen.
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.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.007 | 0.007 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.004 | 0.004 |
| Insufficient payload (model declined to judge) | 0.022 | 0.003 |
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".