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H. Abramowicz, I. Abt, M. Adamus, R. Aggarwal, S. Antonelli, P. Antonioli, А. Антонов, M. Arneodo, O. Arslan, Y. Aushev, O. Bachynska, A. Bamberger, A.N. Barakbaev, G. Barbagli, G. Bari, F. Barreiro, N. Bartosik, D. Bartsch, M. Basile, O. Behnke, J. K. Behr, U. Behrens, L. Bellagamba, A. Bertolin, S. Bhadra, M. Bindi, C. Blohm, V. Bokhonov, T. Bołd, E.G. Boos, K. Borras, D. Boscherini, D. Bot, I. Brock, E. Brownson, R. Brugnera, A. Bruni, G. Bruni, B. Brzozowska, P. Bussey, B. Bylsma, A. Caldwell, M. Capua, R. Carlin, C. D. Catterall, S. Chekanov, J. J. Chwastowski, J. Ciborowski, R. Ciesielski, L. Cifarelli, F. Cindolo, A. Contin, A. M. Cooper-Sarkar, N. Coppola, M. Corradi, F. Corriveau, M. Costa, G. D’Agostini, F. Dal Corso, J. del Peso, R. K. Dementiev, S. De Pasquale, M. Derrick, R.C.E. Devenish, D. Dobur, B. A. Dolgoshein, Ganna Dolinska, A. T. Doyle, V. Drugakov, L. S. Durkin, S. Dusini, Y. Eisenberg, P. Ermolov, A. Eskreys, S. Fang, S. Fazio, J. Ferrando, M.I. Ferrero, J. Figiel, B. Foster, G. P. Gach, A. Galas, E. Gallo, A. Garfagnini, A. Geiser, I. Gialas, L. K. Gladilin, D. Gladkov, C. Glasman, O. Gogota, I. Grabowska-Bołd, J. Grebenyuk, I. M. Gregor, G. Grigorescu, G. Grzelak, O. Gueta, M. P. Guzik, C. Gwenlan, T. Haas, W. Hain, R. Hamatsu, J.C. Hart, H. Hartmann, G. Hartner, E. Hilger, D. Hochman, R. Hori, Z. A. Ibrahim, Y. Iga, R. Ingbir, M. Ishitsuka, A. Iudin, H.‐P. Jakob, F. Januschek, T. W. Jones, І. Каденко, B. Kahle, S. Kananov, T. Kanno, U. Karshon, F. Karstens, I.I. Katkov, M. Kaur, P. Kaur, A. Keramidas, L. A. Khein, J. Y. Kim, D. Kisielewska, S. Kitamura, R. Klanner, E. Koffeman, N. Kondrashova, O. Kononenko, P. Kooijman, Ie. Korol, A. Kotański, N. Kovalchuk, H. Kowalski, Oleg Kuprash, M. Kuze, A. Lee, B. B. Levchenko, A. Levy, V. Libov, S. Limentani, T. Y. Ling, M. Lisovyi, E. Lobodzinska, W. Lohmann, E. Lohrmann, K. Long, A. Longhin, D. Lontkovskyi, O.Yu. Lukina, J. Maeda, S. Magill, I. Makarenko, J. Malka, R. Mankel, A. Margotti, G. Marini, A. Mastroberardino, M.C.K. Mattingly, S. Ye, S. Miglioranzi, F. Mohamad Idris, V. Monaco, A. Montanari, J. D. Morris, K. Mujkic, B. Musgrave, K. Nagano, T. Namsoo, R. Nania, A. Nigro, Y. Ning, T. Nobe, D. Notz, R.J. Nowak, A.-E. Nuncio-Quiroz, B.Y. Oh, N. Okazaki, K. Olkiewicz, Y. Onishchuk, K. Papageorgiu, A. Parenti, E. Paul, J. M. Pawlak, B. Pawlik, P.G. Pelfer, A. Pellegrino, W. Perlański, H. Perrey, K. Piotrzkowski, N.S. Pokrovskiy, A. Polini, A.S. Proskuryakov, M. Przybycień, A. Raval, D. D. Reeder, B. Reisert, Z. Ren, J. Repond, Y.D. Ri, A. Robertson, P. Roloff, I. Rubinsky, M. Ruspa, R. Sacchi, U. Samson, G. Sartorelli, A. Savin, D. H. Saxon, M. Schioppa, S. Schlenstedt, P. Schleper, W. B. Schmidke, U. Schneekloth, T. Schörner-Sadenius, J. Schwartz, F. Sciulli, L.M. Shcheglova, R. Shehzadi, S. Shimizu, I. Singh, I. O. Skillicorn, W. Słomiński, W. H. Smith, V. Sola, A. Solano, D. Son, V. Sosnovtsev, A. Spiridonov, H. Stadie, L. Stanco, N. Stefaniuk, A. Stern, T. P. Stewart, A. Stifutkin, P. Stopa, S. Suchkov, G. Susinno, L. Suszycki, J. Sztuk-Dambietz, D. Szuba, J. Szuba, A. Tapper, E. ̃Tassi, J. Terrón, T. Theedt, H. Tiecke, A. Trofymov, V. Trusov, T. Tsurugai, M. Turcato, O. Turkot, T. Tymieniecka, Andrii Verbytskyi, O. Viazlo, N. Vlasov, R. Walczak, Wan Ahmad Tajuddin Wan Abdullah, J.J. Whitmore, K. Wichmann, L. Wiggers, M. Wing, M. Wlasenko, G. Wolf, H. Wolfe, K. Wrona, S. Yamada, R. Yoshida, C. Youngman, N. Zakharchuk, A. F. Żarnecki, L. Zawiejski, O. Zenaiev, Wolfram Dietrich Zeuner, B.O. Zhautykov, N. Zhmak, A. Zichichi, Zukhaimira Zolkapli, D. S. Zotkin
Bibliographic record
VenueDESY Publication Database (PUBDB) (Deutsches Elektronen-Synchrotron) · 2013
Typearticle
Languageen
FieldPhysics and Astronomy
TopicParticle physics theoretical and experimental studies
Canadian institutionsMcGill UniversityUniversity of TorontoYork University
FundersHigh Energy PhysicsDeutsches Elektronen-SynchrotronNatural Sciences and Engineering Research Council of CanadaFonds De La Recherche Scientifique - FNRSKorea Science and Engineering FoundationFonds pour la Formation à la Recherche dans l’Industrie et dans l’AgricultureDeutsche ForschungsgemeinschaftBelgian Federal Science Policy OfficeNational Science FoundationQueen Mary University of LondonBundesministerium für Bildung und ForschungScience and Technology Facilities CouncilStrongMinistry of Education, Culture, Sports, Science and TechnologyUniversità degli Studi di Salerno
KeywordsHERAZEUS (particle detector)PhysicsDeep inelastic scatteringParticle physicsCharm (quantum number)Nuclear physicsLuminosityScatteringProtonMesonD mesonSigmaScattering cross-sectionPerturbative QCDCross section (physics)Inelastic scatteringQuantum chromodynamicsOpticsAstrophysics
DOInot available
Abstract
OpenAlex records an abstract for this work, but it could not be fetched just now.
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.
metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.712
Threshold uncertainty score0.000
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.288 | 0.157 |
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.
Opus teacher head0.014
GPT teacher head0.249
Teacher spread0.235 · how far apart the two teachers sit on this one work
Validation status
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.
Study designNot applicable
Domainnot available
GenreOther
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".
Quick stats
Citations48
Published2013
Admission routes2
Has abstractyes