GlobVolcano pre-operational services for global monitoring active volcanoes
Bibliographic record
Abstract
(1) Carlo Gavazzi Space S.p.A., Via Gallarate 150, 20151 Milano, Italia (ltampellini@cgspace.it ; rratti@cgspace.it) , (2) INGV Osservatorio Vesuviano, Via Diocleziano, 328, 80124 Napoli, Italia (sven.borgstrom@ov.ingv.it) , (3) European Space Agency – ESRIN, Via Galileo Galilei, 64, 00044 Frascati Roma (frank.martin.seifert@esa.int), (4) Institut de Physique du Globe de Paris, 4, Place Jussieu, B89, 75252 Cedex 05, Parigi Francia (peltier@ipgp.fr ; kaminski@ipgp.fr), (5) Tele-Rilevamento Europa – T.R.E. S.r.l.Via Vittoria Colonna, 7, 20149 Milano, Italia (marco.bianchi@treuropa.com), (6) MDA Geospatial Services, 57 Auriga Drive, Suite 201 Ottawa, Ontario K2E 8B2 Canada (wbranson@mdacorporation.com), (7) Universita della Calabria, Via P. Bucci, Arcavacata di Rende , Cosenza Italy (fabrizio.ferrucci@carthema.org), (8) IES Consulting SrL Via di San Valentino,34 Roma Italy (b.hirn@iesconsulting.net) , (9) TerraSphere Imaging & GIS B.V. Keizersgracht 114 | 1015 CV Amsterdam, The Netherlands (paul@terrasphere.nl), (10) Belgian Institute for Space Aeronomy Ringlaan-3-Avenue Circulaire B-1180 Brussels (Belgium)
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 | 0.000 | 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".