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Implications of LHCb measurements and future prospects
Aoife Bharucha, I. I. Bigi, Christoph Bobeth, Markus Bobrowski, Joachim Brod, Andrzej J. Buras, C. T. H. Davies, Alakabha Datta, Cédric Delaunay, Sébastien Descotes–Genon, J. Ellis, Thorsten Feldmann, Robert Fleischer, Oram Gedalia, Jennifer Girrbach, D. Guadagnoli, Gudrun Hiller, Yonit Hochberg, T. Hurth, Gino Isidori, Sebastian Jäger, Martin Jung, Alexander L. Kagan, Jernej F. Kamenik, Alexander Lenz, Zoltan Ligeti, David London, F. Mahmoudi, Joaquim Matias, Soumitra Nandi, Yosef Nir, Paride Paradisi, G. Perez, Alexey A. Petrov, Riccardo Rattazzi, Stephen R. Sharpe, L. Silvestrini, A. Soni, David M. Straub, Danny van Dyk, Javier Virto, Y.-M. Wang, Andreas Weiler, Jure Zupan, R. Aaij, C. Abellán Beteta, A. Adametz, B. Adeva, M. Adinolfi, C. Adrover, A. A. Affolder, Z. Ajaltouni, J. Albrecht, F. Alessio, M. Alexander, S. Ali, G. Alkhazov, P. Álvarez Cartelle, A. A. Alves, S. Amato, Y. Amhis, L. Anderlini, J. Anderson, R. Andreassen, M. Anelli, R. B. Appleby, O. Aquines Gutierrez, F. Archilli, A. Artamonov, M. Artuso, E. Aslanides, G. Auriemma, S. Bachmann, J. J. Back, C. Baesso, W. Baldini, H. R. Band, R. J. Barlow, C. Barschel, S. Barsuk, W. Barter, A. Bates, Thomas Bauer, A. Bay, J. Beddow, I. Bediaga, C. Beigbeder-Beau, S. Belogurov, K. Belous, I. Belyaev, E. Ben-Haim, M. Benayoun, G. Bencivenni, S. Benson, J. Benton, A. Berezhnoy, F. Bernard, R. Bernet, M.-O. Bettler, M. van Beuzekom, V. van Beveren, A. Bień, S. Bifani, T. Bird, A. Bizzeti, P. M. Bjørnstad, T. Blake, F. Blanc, C. Blanks, J. Blouw, S. Blusk, A. Bobrov, V. Bocci, B. Bochin, H. Boer Rookhuizen, G. A. Bogdanova, E. Bonaccorsi, A. Bondar, N. Bondar, W. Bonivento, S. Borghi, A. Borgia, T. J. V. Bowcock, E. Bowen, C. Bozzi, T. Brambach, J. F. J. van den Brand, L. Brarda, J. Bressieux, D. Brett, M. Britsch, T. Britton, N. H. Brook, H. Brown, A. Büchler-Germann, I. Burducea, A. Bursche, J. Buytaert, T. Cacérès, J.-P. Cachemiche, S. Cadeddu, O. Callot, M. Calvi, M. Calvo Gomez, A. Camboni, P. Campana, A. Carbone, G. Carboni, R. Cardinale, A. Cardini, H. Carranza-Mejia, L. Carson, K. Carvalho Akiba, A Casajús Ramo, G. Casse, M. Cattaneo, Ch. Cauet, L. Ceelie, Bernard Chadaj, H. Chanal, M. Charles, D. Charlet, Ph. Charpentier, M Chebbi, P. Chen, N. Chiapolini, M. Chrząszcz, K. Ciba, X. Cid Vidal, G. Ciezarek, P. E. L. Clarke, M. Clemencic, H. V. Cliff, J. Closier, C. Coca, V. Coco, J. Cogan, E. Cogneras, P. Collins, A. Comerma-Montells, A. Contu, A. Cook, M. Coombes, B. Corajod, G. Corti, B. Couturier, G. A. Cowan, D. C. Craik, S. Cunliffe, R. Currie, C. D’Ambrosio, I. DʼAntone, P. David, I. De Bonis, K. De Bruyn, S. De Capua, M. De Cian, Pleun de Groen, J. M. De Miranda, L. De Paula, P. De Simone, D. Décamp, M. Deckenhoff, G. Decreuse, H. Degaudenzi, L. Del Buono, C. Deplano, Д. Деркач, O. Deschamps, F. Dettori, A. Di Canto, J. Dickens, H. Dijkstra, P. Diniz Batista, M. Dogaru, F. Domingo Bonal, Matthias Domke, S. Donleavy, F. Dordei, A. Dosil Suárez, D. Dossett, A. Dovbnya, C. Drancourt, O. Duarte, R. Dumps, F. Dupertuis, P.Y. Duval, R. Dzhelyadin, A. Dziurda, A. Dzyuba, S. Easo, U. Egede, V. Egorychev, S. Eidelman, D. van Eijk, S. Eisenhardt, R. Ekelhof, L. Eklund, I. El Rifai, Ch. Elsässer, D. Elsby, F. Evangelisti, A. Falabella, C. Färber, G. Fardell, C. Farinelli, S. Farry, Peter Faulkner, V. Fave, G. Felici, V. Fernandez Albor, F. Ferreira Rodrigues, S. Filippov, C. Fitzpatrick, C. Föhr, M. Fontana, F. Fontanelli, R. Forty, Clarisse Fournier, O. De Aguiar Francisco, M. Frank, C. Frei, Regina Frei, M. Frosini, H. Fuchs, S. Furcas, A. Gallas Torreira, D. Galli, M. Gandelman, P. Gandini, Y. Gao, J. Garofoli, P. Garosi, J. Garra Ticó, L. Garrido, D. Gascón, C. Gaspar, R. Gauld, E. Gersabeck, M. Gersabeck, T. Gershon, S. Gets, Ph. Ghez, A. Giachero, V. Gibson, V. V. Gligorov, C. Göbel, V. Golovtsov, D. Golubkov, A. Golutvin, A. Gomes, Guanghua Gong, Haipeng Gong, H. Gordon, C. Gotti, M. Grabalosa Gándara, R. Graciani Diaz, L. A. Granado Cardoso, E. Graugés, G. Graziani, A. Grecu, E. Greening, S. Gregson, V. Gromov, O. Grünberg, B. Gui, E. Gushchin, Yu. Guz, Z. Guzik, T. Gys, F. Hachon, C. Hadjivasiliou, G. Haefeli, C. Haen, S. C. Haines, S. Hall, T. Hampson, S. Hansmann-Menzemer, N. Harnew, S. T. Harnew, J. Harrison, P. F. Harrison, T. Hartmann, J. He, Bas van der Heijden, V. Heijne, K. Hennessy, P. Henrard, J. A. Hernando Morata, E. van Herwijnen, E. Hicks, D. Hill, M. Hoballah, W. Hofmann, C. Hombach, P. Hopchev, W. D. Hulsbergen, P. Hunt, T. Huse, N. Hussain, D. Hutchcroft, В. Яковенко, P. Ilten, J. Imong, R. Jacobsson, A. Jaeger, Olivier Jamet, E. Jans, F. Jansen, L. Jansen, P. Jansweijer, P. Jaton, F. Jing, M. John, D. Johnson, C. R. Jones, B. Jost, M. Kaballo, S. Kandybei, M. Karacson, O. Karavichev, T. M. Karbach, A. Kashchuk, Tahar Kechadi, I. R. Kenyon, U. Kerzel, T. Ketel, A. Keune, B. Khanji, T. Kihm, R. Kluit, O. Kochebina, V. Komarov, R. F. Koopman, P. Koppenburg, M. Korolev, J. Kos, A. Kozlinskiy, L. Kravchuk, K. Kreplin, M. Kreps, R. Kristic, G. Krocker, P. Krokovny, F. Kruse, M. Kucharczyk, Y. Kudenko, V. Kudryavtsev, T. Kvaratskheliya, V. N. La Thi, D. Lacarrère, G. Lafferty, A. Lai, D. Lambert, R. W. Lambert, E. Lanciotti, Luca Landi, G. Lanfranchi, C. Langenbruch, С. В. Лаптев, T. Latham, I. Lax, C. Lazzeroni, R. Le Gac, J. van Leerdam, J.-P. Lees, R. Lefèvre, A. Leflat, J. Lefrançois, O. Leroy, T. Lesiak, Y. Li, L. Li Gioi, А. К. Лиходед, M. Liles, R. Lindner, C. Linn, B. Liu, G. Liu, J. von Loeben, J. H. Lopes, E. Lopez Asamar, N. López-March, H. Lu, J. Luisier, H. Luo, A. Mac Raighne, F. Machefert, I. V. Machikhiliyan, F. Maciuc, O. Maev, M. Maino, S. Malde, G. Manca, G. Mancinelli, N. Mangiafave, U. Marconi, R. Märki, J. Marks, G. Martellotti, A. Martens, A. Martín Sánchez, M. Martinelli, D. Martínez Santos, D. Martins Tostes, A. Massafferri, R. Matev, Z. Máthé, C. Matteuzzi, M. Matveev, J. Mauricio, A. Mazurov, J. McCarthy, R. McNulty, B. Meadows, M. Meissner, H. Carranza Mejia, M. Merk, D. A. Milanés, M.-N. Minard, J. Molina Rodriguez, S. Monteil, D. Moran, P. Morawski, R. Mountain, I. Mous, F. Muheim, F. Mul, K. Müller, B. Munneke, R. Mureşan, B. Muryn, B. Muster, P. Naik, T. Nakada, R. Nandakumar, I. Nasteva, Adam Nawrót, M. Needham, N. Neufeld, A. D. Nguyen, T. D. Nguyen, C. Nguyen-Mau, M. Nicol, V. Niess, N. Nikitin, T. Nikodem, Y. Nikolaiko, S. Nisar, A. Nomerotski, A. Novoselov, A. Obłąkowska-Mucha, V. Obraztsov, S. Oggero, S. Ogilvy, О. Okhrimenko, R. Oldeman, M. Orlandea, A. Ostankov, J. M. Otalora Goicochea, Martijn van Overbeek, P. Owen, B. K. Pal, A. Palano, M. Palutan, J. Panman, A. Papanestis, M. Pappagallo, C. Parkes, C. J. Parkinson, G. Passaleva, G. D. Patel, M. Patel, G. N. Patrick, C. Patrignani, C. Pavel-Nicorescu, A. Pazos Álvarez, A. Pellegrino, G. Penso, M. Pepe Altarelli, S. Perazzini, D. L. Perego, E. Pérez Trigo, A. Pérez-Calero Yzquierdo, P. Perret, M. Perrin‐Terrin, G. Pessina, K. Petridis, A. Petrolini, O. van Petten, A. Phan, E. Picatoste Olloqui, D. Piedigrossi, B. Pietrzyk, T. Pilař, S. Playfer, M. Pló Casasús, F. Polci, G. Polok, A. Poluektov, E. Polycarpo, D. Popov, B. Popovici, C. Potterat, A. Powell, J. Prisciandaro, M. Pugatch, Kannam Sai Lakshmi Prasanth, A. Puig Navarro, W. B. Qian, J. H. Rademacker, B. Rakotomiaramanana, M. S. Rangel, I. Raniuk, N. Rauschmayr, G. Raven, S. Redford, M. M. Reid, A. C. dos Reis, F. Réthoré, S. Ricciardi, A. Richards, V. Rives Molina, D. A. Roa Romero, P. Robbe, E. Rodrigues, P. Rodríguez Pérez, Erno Roeland, G. J. Rogers, S. Roiser, V. Romanovsky, A. Romero Vidal, Krista de Roo, J. Rouvinet, Laurent Roy, K. Rudloff, T. Ruf, H. Ruiz, G. Sabatino, J. J. Saborido Silva, N. Sagidova, P. Sail, B. Saitta, C. Salzmann, B. Sanmartin Sedes, R. Santacesaria, C. Santamarina Ríos, E. Santovetti, S Saornil Gamarra, M. Sapunov, A. Saputi, A. Sarti, C. Satriano, A. Satta, T. Savidge, M. Savriè, P. Schaack, M. Schiller, Andreas Schimmel, H. Schindler, S. Schleich, M. Schlupp, M. Schmelling, B. Schmidt, O. Schneider, Thomas Schneider, H. Schuijlenburg, R. Schwemmer, B. Sciascia, A. Sciubba, M. Seco, A. Semennikov, K. Senderowska, I. Sepp, N. Serra, J. Serrano, P. Seyfert, B. Shao, M. Shapkin, I. Shapoval, P. Shatalov, Y. Shcheglov, T. Shears, L. Shekhtman, О. Shevchenko, V. Shevchenko, A. Shires, S. Sigurdsson, R. Silva Coutinho, T. Skwarnicki, M. W. Slater, T. Sluijk, N. A. Smith, E. Smith, M. Smith, K. Sobczak, M. D. Sokoloff, F. Soomro, D. Souza, B. Spaan, A. Sparkes, P. Spradlin, S. Squerzanti, F. Stagni, S. Stahl, O. Steinkamp, O. Stenyakin, S. Stoica, S. Stone, B. Storaci, M. Straticiuc, U. Straumann, V. K. Subbiah, S. Swientek, M. Szczekowski, P. Szczypka, T. Szumlak, S. T’Jampens, M. Teklishyn, E. Teodorescu, F. Teubert, C. Thomas, E. Thomas, A. Tikhonov, J. van Tilburg, V. Tisserand, M. Tobin, V. Tocut, S. Tolk, D. Tonelli, S. Topp-Joergensen, N. Torr, E. Tournefier, S. Tourneur, M. T. Tran, M. Tresch, A. Tsaregorodtsev, P. Tsopelas, N. Tuning, M. Ubeda Garcia, A. Ukleja, O. Ullaland, D. Urner, U. Uwer, V. Vagnoni, G. Valenti, R. Vazquez Gomez, P. Vázquez Regueiro, S. Vecchi, J. J. Velthuis, M. Veltri, G. Veneziano, M. Vesterinen, B. Viaud, D. Vieira, X. Vilasis-Cardona, Wilco Vink, S. Volkov, V. Volkov, A. Vollhardt, D. Volyanskyy, D. Voong, A. Vorobyev, V. Vorobyev, C. Voß, H. Voss, G. Vouters, R. Waldi, R. Wallace, S. Wandernoth, Jing Wang, D. R. Ward, K. Warda, N. K. Watson, A. D. Webber, D. Websdale, P. Wenerke, M. Whitehead, J. Wicht, D. Wiedner, L. Wiggers, G. Wilkinson, M. Williams, F. F. Wilson, J. Wishahi, M. Witek, W. Witzeling, S. A. Wotton, S. Wright, S. L. Wu, K. Wyllie, Y. Xie, Z. Xing, Tao Xue, Z. Yang, R. Young, X. Yuan, O. Yushchenko, M. Zangoli, Francesco Zappon, M. Zavertyaev, M. Zeng, F. Zhang, L. Zhang, W. C. Zhang, Y. Zhang, A. Zhelezov, L. Zhong, E. G. Zverev, A. Zvyagin, A. Zwart
Bibliographic record
VenueThe European Physical Journal C · 2013
Typearticle
Languageen
FieldPhysics and Astronomy
TopicParticle physics theoretical and experimental studies
Canadian institutionsUniversité de Montréal
FundersInstitut National de Physique Nucléaire et de Physique des ParticulesScience and Technology Facilities CouncilNational Research Center "Kurchatov Institute"Centre National de la Recherche ScientifiqueFinanciadora de Estudos e ProjetosFundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de JaneiroMax-Planck-GesellschaftBundesministerium für Bildung und ForschungCoordenação de Aperfeiçoamento de Pessoal de Nível SuperiorRussian Foundation for Basic ResearchConselho Nacional de Desenvolvimento Científico e TecnológicoNational Natural Science Foundation of ChinaCERNDeutsche ForschungsgemeinschaftNational Science FoundationScience Foundation IrelandNederlandse Organisatie voor Wetenschappelijk OnderzoekSchweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung
KeywordsLarge Hadron ColliderPhysicsParticle physicsUpgradeNuclear physicsHadronAtlas (anatomy)FlavourQuarkPhysics beyond the Standard ModelAtlas detectorComputer science
Abstract
During 2011 the LHCb experiment at CERN collected 1.0 fb -1 of s = 7 TeV pp collisions.
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 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)0.021
metaresearch head score (Gemma)0.034
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.030
Threshold uncertainty score0.113
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.021 | 0.034 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.006 | 0.012 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.008 | 0.007 |
| Insufficient payload (model declined to judge) | 0.030 | 0.008 |
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 head0.020
GPT teacher head0.260
Teacher spread0.240 · 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.
The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical
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".
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Citations293
Published2013
Admission routes1
Has abstractyes