STUDIO DEI TREND DI COMPOSTI CLIMALTERANTI PRESSO LA STAZIONE GLOBALE WMO-GAW DI MONTE CIMONE
Bibliographic record
Abstract
The “O. Vittori” observatory, is located at the summit of Mt. Cimone (44° 12 ‘N, 10° 42’ E, 2165 m a.s.l.), the highest peak in the Northern Apen- nine and located at the boundary of two climatic re- \n* Per contatti: Via Gobetti 101, 40129 Bologna. Tel. 051.6399597; fax 051.6399652. p.cristofanelli@isac.cnr.it \ngions: continental Europe and Mediterranean basin. Due to its altitude and distance from important direct sources of pollution, the site is strategic for the study of the physical and chemical characteristics of the free troposphere in southern Europe and the Mediterranean basin. The observatory hosts several programs for long-term observations of climate-altering chemical species, in collaboration with a number of international partners, including: stratospheric ozone-depleting halocarbons, regulated by the Montreal Protocol, non- CO2 greenhouse gases, included in Kyoto Protocol basket, ozone and non-methane volatile organic com- pounds (NM-VOC), mineral aerosol and black carbon. These activities are aimed at analysing long-term trends and to quantify and localize emission sources. The observed trends confirm the success of Montreal Protocol but at the same time point to the persistence of unaccounted emissions from European regions. Non-CO2 greenhouse gases included in Kyoto Protocol show significant increasing trends, while downward tendencies are observed for atmospheric compounds regulated by European air quality directives. These ac- tivities are within the scope of the World Meteorologi- cal Organization (WMO) Global Integrated GIS Infor- mation System (IG3IS) initiative, an action that aims to improve the ability to quantify greenhouse gas emis- sions to improve the quality of the existing inventories and to support the implementation of International Protocols for climate change mitigation.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.016 | 0.004 |
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".