Bibliographic record
Abstract
Guida alla legislazione sull'inquinamento atmosferico formatasi sui 3 livelli governativi trattati: nazionale, europeo e mondiale. A livello nazionale si analizza l'evoluzione della disciplina, nata negli anni '60, soffermandosi su quella attuale, a livello europeo si parla in particolare degli effetti che il Protocollo di Kyoto e la direttiva 2003/87/CE hanno avuto sulle politiche e normative adottate dall’Unione Europea e sugli sviluppi attuali della politica di tutela dell'aria. Nell'ambito internazionale ci si occupa dei 3 sistemi adottati: Convenzione di Ginevra, Convenzione di Vienna e Protocollo di Montreal ed infine, della Convenzione quadro delle Nazioni Unite sui cambiamenti climatici (UNFCCC). Vi e poi un confronto sul ruolo degli enti locali e un'approfondimento su ulteriori politiche europee ed italiane.
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 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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.005 | 0.026 |
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; both teacher heads agree on what is shown here.
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".