Bibliographic record
Abstract
Prof. Claudio Spitaleri, director of the school It is my pleasure, as co-director of the school, to welcome students and lecturers of the "Eigth European Summer School on Experimental Nuclear Astrophysics". The school is at its seventh edition and we have students coming from several European countries and from all the world, like Lebanon, India, USA, Russia, Canada, Japan, China, Brazil, Kazakhstan. This is a clear sign that the school is considered as an important meeting for the international Nuclear Astrophysics Community worldwide. We are very proud to offer, for the eigth time, our school program, which aims at widening the students' perspectives and sets, hopefully, a milestone in the education of a new generation of scientists. I remind you that among the goals of the school there are two particular points that deserve attention. The first is allowed by the special venue of the school: the program takes place inside a unique building and this allows all the students to continue their scientific activity and the discussions on the lectures beyond the normal lecture hours. The second peculiar feature is that of favouring cultural exchanges between lectures and students with different traditions, customs and religions. Indeed, Sicily has been historically considered as a meeting place for different cultures, a land that offer chances for peaceful and constructive encounters among different peoples. I wish to thank all the supporting institutions and sponsors, such as INFN - LNS and the University of Catania. To you all I wish a pleasant and fruitful time in our wonderful city. Dr. Giacomo Cuttone, Director of INFN-LNS As a nuclear physicist and as the Director of the LNS it is a pleasure to welcome the students and lecturers of the school in our laboratory. For the eigth time Catania assumes the role of an attraction point in the field of Nuclear Astrophysics, since the whole scientific world is represented here. As a scientist I wish you a fruitful attendance and especially to the youngest ones I wish for them to maintain for all their lifetimes the same enthusiasm they show in this moment. The human understanding of the Universe needs also your efforts as Nuclear Astrophysicists to proceed. LNS has an important and active group of Nuclear Astrophysics research and constitutes a leading facility worldwide in this field. I wish you a fruitful and pleasant week in Santa Tecla and Catania.
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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 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.005 | 0.004 |
| Insufficient payload (model declined to judge) | 0.835 | 0.763 |
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".