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Record W4415260479 · doi:10.1103/ls6w-x1bb

Measurement of <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mi>ω</mml:mi> </mml:math> meson production in <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:mi>p</mml:mi> <mml:mi>p</mml:mi> </mml:mrow> </mml:math> and <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mi>p</mml:mi> </mml:math> -Pb collisions at <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML"> <mml:mrow> <mml:msqrt> <mml:msub> <mml:mi>s</mml:mi> <mml:mrow> <mml:mi>N</mml:mi> <mml:mi>N</mml:mi> </mml:mrow> </mml:msub> </mml:msqrt> <mml:mo>=</mml:mo> <mml:mn>5.02</mml:mn> </mml:mrow> </mml:math> TeV

2025· article· en· W4415260479 on OpenAlexfundno aff
S. Acharya, Abhay Kumar Agarwal, G. Aglieri Rinella, Luca Aglietta, M. Agnello, N. Agrawal, Z. Ahammed, S. Ahmad, S. U. Ahn, I. Ahuja, A. Akindinov, V. Akishina, M. Al-Turany, D. Aleksandrov, B. Alessandro, H. M. Alfanda, R. Alfaro Molina, Bushra Ali, A. Alici, N. Alizadehvandchali, A. Alkin, J. Alme, G. Alocco, T. Alt, Anna Rita Altamura, I. Altsybeev, Jesús Ricardo Alvarado García, M. N. Anaam, C. Andrei, N. Andreou, A. Andronic, Evgeny Andronov, V. Anguelov, F. Antinori, P. Antonioli, N. Apadula, H. Appelshäuser, C. Arata, S. Arcelli, R. Arnaldi, Jhoao Gabriel Martins Campos Almeida Arneiro, I. C. Arsene, M. Arslandok, A. Augustinus, R. Averbeck, Dmitry Averyanov, M. D. Azmi, Hitoshi Baba, A. Badalà, J. Bae, Y. Bae, Y. W. Baek, X. Bai, R. Bailhache, Y. Bailung, R. Bala, A. Baldisseri, Bartosz Baliś, Shubham Bangalia, Z. Banoo, Veronika Barbasová, F. Barile, L. Barioglio, M. Barlou, Banajit Barman, G. G. Barnaföldi, L. S. Barnby, E. Barreau, V. Barret, L. Barreto, K. Barth, E. Bartsch, N. Bastid, S. Basu, G. Batigne, D. Battistini, B. Batyunya, D. Bauri, J. L. Bazo Alba, I. G. Bearden, P. Becht, D. Behera, I. Belikov, A. D. C. Bell Hechavarria, F. Bellini, R. Bellwied, S. Belokurova, L. G. E. Beltran, Yael Antonio Vásquez Beltran, G. Bencédi, A. Bensaoula, S. Beolè, Y. Berdnikov, A. Berdnikova, L. Bergmann, Lorenzo Bernardinis, L. Betev, Partha Pratim Bhaduri, A. Bhasin, B. Bhattacharjee, Sumit Bhattarai, L. Bianchi, J. Bielčík, J. Bielčíková, A. P. Bigot, A. Bilandzic, Anna Binoy, G. Bíró, S. Biswas, N. Bize, Justin Thomas Blair, D. Blau, Mihail Bogdan Blidaru, N. Bluhme, C. Blume, F. Bock, T. Bodova, J. Bok, L. Boldizsár, M. Bombara, Peter Matthew Bond, G. Bonomi, H. Borel, A. Borissov, A. G. Borquez Carcamo, E. Botta, Y. E. M. Bouziani, Diana Catalina Brandibur, L. Bratrud, P. Braun‐Munzinger, M. Bregant, M. Broz, G. Bruno, Valentin Dimitrov Buchakchiev, M. D. Buckland, D. Budnikov, H. Buesching, S. Bufalino, P. Buehler, N. Burmasov, Edith Zinhle Buthelezi, A. Bylinkin, S. A. Bysiak, Juan Carlos Cabanillas Noris, M. F. T. Cabrera, H. Caines, A. Calivà, E. Calvo Villar, J. M. M. Camacho, P. Camerini, Maria Teresa Camerlingo, Fabio de Moraes Canedo, Stefano Cannito, Mihai Carabaș, F. Carnesecchi, L. A. D. Carvalho, J. Castillo Castellanos, Matteo Castoldi, F. Catalano, Samuele Cattaruzzi, R. Cerri, I. Chakaberia, Pritam Chakraborty, S. Chandra, S. Chapeland, M. Chartier, S. Chattopadhay, M. Chen, T. Cheng, C. Cheshkov, Davide Chiappara, V. Chibante Barroso, D. D. Chinellato, Fabrizio Chinu, E. S. Chizzali, J. Cho, S. Cho, P. Chochula, Zuzanna Anna Chochulska, Dhrubajyoti Choudhury, S. Choudhury, P. Christakoglou, C. H. Christensen, P. Christiansen, T. Chujo, M. Ciacco, C. Cicalò, Gabriele Cimador, F. Cindolo, M. R. Ciupek, G. Clai, F. Colamaria, J. S. Colburn, D. Colella, Angelo Colelli, M. Colocci, M. Concas, G. Conesa Balbastre, Z. Conesa del Valle, G. Contin, J. G. Contreras, M. L. Coquet, P. Cortese, M. R. Cosentino, Filippo Costa, S. Costanza, P. Crochet, M. M. Czarnynoga, A. Dainese, Gautam Dange, Meike Charlotte Danisch, A. Danu, P. Das, S. Das, A. Dash, Sadhana Dash, A. De, G. de Cataldo, J. de Cuveland, A. De Falco, D. De Gruttola, N. De Marco, C. De Martín, S. De Pasquale, Rohaan Deb, R. Del Grande, L. Dello Stritto, Kyle Christian Devereaux, Geovane Grossi Araújo de Souza, P. Dhankher, D. Di Bari, Marcello Di Costanzo, A. Di Mauro, B. Di Ruzza, Batoul Diab, Raúl Arteche Díaz, Yanchun Ding, J. Ditzel, R. Divià, Ø. Djuvsland, U. Dmitrieva, A. Dobrin, Benjamin Dönigus, Jan Michal Dubinski, A. Dubla, P. Dupieux, N. Dzalaiova, Tabea Maria Eder, R. J. Ehlers, Florian Eisenhut, Ren Ejima, D. Elia, B. Erazmus, F. Ercolessi, B. Espagnon, G. Eulisse, D. Evans, S. Evdokimov, L. Fabbietti, M. Faggin, J. Faivre, F. Fan, W. Fan, A. Fantoni, M. Fasel, Г. Феофилов, A. Fernández Téllez, L. Ferrandi, M. B. Ferrer, A. Ferrero, C. Ferrero, A. Ferretti, V. J. G. Feuillard, V. Filova, D. Finogeev, F. M. Fionda, F. Flor, Amanda Nicole Flores, S. Foertsch, I. Fokin, S. Fokin, Umberto Follo, E. Fragiacomo, E. Frajna, Henrik Fribert, U. Fuchs, N. Funicello, C. Furget, A. Furs, T. Fusayasu, J. J. Gaardhøje, M. Gagliardi, A. M. Gago, Tanu Gahlaut, Carlos Duarte Galvan, Sarjeeta Gami, D. R. Gangadharan, P. Ganoti, C. Garabatos, J. M. Garcia, Tonatiuh García Chàvez, E. García-Solis, Sara Garetti, Corrado Gargiulo, P. Gasik, Hari Mohan Gaur, A. Gautam, M. B. Gay Ducati, M. Germain, R. Gernhäuser, C. Ghosh, Marco Giacalone, Giulia Gioachin, Sushil Giri, P. Giubellino, P. Giubilato, Aude Marie Camille Glaenzer, P. Glässel, E. Glimos, D. J. Q. Goh, V. González, P. Gordeev, M. Gorgoń, Kangkan Goswami, S. Gotovac, Varlen Grabski, L. K. Graczykowski, E. Grecka, A. Grelli, C. Grigoras, V. Grigoriev, S. Grigoryan, O. S. Groettvik, F. Grosa, Jan Fiete Grosse-Oetringhaus, R. Grosso, D. Grund, N. A. Grunwald, R. Guernane, M. Guilbaud, K. Gulbrandsen, J. K. Gumprecht, T. Gündem, T. Gunji, J. Guo, W. Guo, A. Gupta, R. Gupta, R. Gupta, K. Gwizdziel, L. Gyulai, C. Hadjidakis, Fakhar Ul Haider, S. Haidlova, Manas K. Haldar, H. Hamagaki, Y. Han, Brian Gerald Hanley, R. Hannigan, Joachim Hansen, John William Harris, A. Harton, M. V. Hartung, Hadi Hassan, D. Hatzifotiadou, Philip Hauer, L. B. Havener, Ernst Hellbär, H. Helstrup, M. Hemmer, T. Herman, Sabrina Gabrielle Hernandez, G. Herrera Corral, S. Herrmann, K. F. Hetland, B. Heybeck, H. Hillemanns, B. Hippolyte, I. P. M. Hobus, B. Hofman, Adrian Horzyk, Y. Hou, P. Hristov, P. Huhn, Laura Maria Huhta, T. J. Humanic, A. Hutson, D. Hutter, R. Ilkaev, M. Inaba, M. Ippolitov, А. Исаков, T. Isidori, Md Samsul Islam, S. Iurchenko, M. Ivanov, В. Иванов, K. E. Iversen, M. Jabłoński, B. Jacak, N. Jacazio, Peter Martin Jacobs, S. Jadlovska, J. Jadlovsky, S. Jaelani, C. Jahnke, Monika Joanna Jakubowska, M. A. Janik, S. Ji, S. Jia, T. Jiang, A. A. P. Jimenez, F. Jonas, D. M. Jones, J. M. Jowett, J. Jung, M. Jung, A. Junique, A. Jusko, J. Kaewjai, P. Kaliňák, A. Kalweit, A. Karasu Uysal, D. Karatovic, Nikolaos Karatzenis, O. Karavichev, T. Karavicheva, E. Karpechev, Maja Jadwiga Karwowska, U. Kebschull, M. Keil, B. Ketzer, J. Keul, Swapnesh Santosh Khade, A. M. Khan, S. Khan, A. Khanzadeev, Y. Kharlov, A. Khatun, A. Khuntia, Z. Khuranova, B. Kileng, B. Kim, C. Kim, D. J. Kim, D. Kim, E. J. Kim, J. Kim, J. Kim, J. Kim, M. Kim, S. Kim, T. Kim, K. Kimura, S. Kirsch, I. Kisel, S. Kiselev, A. Kisiel, J. L. Klay, J. Klein, S. R. Klein, C. Klein-Bösing, Matthias Kleiner, T. Klemenz, Alexander Kluge, C. Kobdaj, R. Kohara, T. Kollegger, Andrey Kondratyev, N. Kondratyeva, Joshua Leon Konig, S. A. Konigstorfer, P. J. Konopka, G. Kornakov, M. Korwieser, Sebastian Dominik Koryciak, C. H. A. Koster, Artem Kotliarov, N. Kovačić, V. Kovalenko, M. Kowalski, V. Kozhuharov, G. Kozlov, I. Králik, A. Kravčáková, M. Krivda, F. Křížek, K. Krizkova Gajdosova, C. Krug, M. Krüger, Diana Mária Krupová, E. Kryshen, V. Kučera, C. Kuhn, P. G. Kuijer, T. Kumaoka, L. Kumar, S. Kumar, S. Kundu, Ming-Tse Kuo, P. Kurashvili, A. Kurepin, A. Kuryakin, S. Kushpil, Vladislav Kuskov, Monika Kutyła, A. V. Kuznetsov, M. J. Kweon, Y. Kwon, Sarah Louise La Pointe, P. La Rocca, A. Lakrathok, M. Lamanna, S. Lambert, Aimeric Robin Landou, Rune Langoy, P. Larionov, E. Laudi, L. Lautner, Rafael Ángel Narcio Laveaga, R. Lavicka, R. Lea, H. Lee, I. Legrand, G. Legras, Alexian Marc Lejeune, Tomasz Marcin Lelek, R. C. Lemmon, I. León Monzón, M. M. Lesch, P. Lévai, M. Li, P. Li, X. L. Li, Beatrice Eva Liang-Gilman, J. Lien, R. Lietava, Bong-Hwi Lim, Hyunji Lim, Sanghoon Lim, S. Lin, V. Lindenstruth, C. Lippmann, Dominika Líšková, D. H. Liu, J. Liu, Gianni Shigeru Setoue Liveraro, Ingrid Mckibben Lofnes, C. Loizides, S. Lökòs, J. Lömker, X. Lopez, E. López Torres, C. Lotteau, P. Lu, Weijian Lu, Z. Lu, F. V. Lugo, J. Luo, G. Luparello, Y. G., M. Mager, A. Maire, E. M. Majerz, M. Makariev, M. Malaev, G. Malfattore, N. M. Malik, Nazia Malik, S. K. Malik, D. Mallick, Neelkamal Mallick, G. Mandaglio, Sushobhan Kumar Mandal, A. Manea, V. Manko, Amalesh Kumar Manna, F. Manso, Georgios Mantzaridis, V. Manzari, Y. Mao, R. W. Marcjan, G. V. Margagliotti, A. Margotti, Ana Maria Marin, C. Markert, P. Martinengo, Mario Iván Martínez Hernández, G. Martınez García, M. P. P. Martins, S. Masciocchi, M. Masera, A. Masoni, L. Massacrier, Olaf Massen, A. Mastroserio, L. Mattei, S. Mattiazzo, A. Matyja, F. Mazzaschi, M. Mazzilli, Y. Melikyan, Maria Monalisa de Melo Paulino, A. Menchaca-Rocha, J. E. M. Mendez, E. Meninno, A. S. Menon, M. W. Menzel, M. Meres, L. Micheletti, D. Mihai, Dimitar Lubomirov Mihaylov, Andreas Ulveseth Mikalsen, Konstantin Mikhaylov, N. Minafra, D. Miśkowiec, A. Modak, B. Mohanty, M. Mohisin Khan, Mikael Andreas Molander, M. M. Mondal, Shirajum Monira, C. Mordasini, D. A. Moreira De Godoy, I. Morozov, A. Morsch, Teo Mrnjavac, V. Muccifora, S. Muhuri, A. Mulliri, M. G. Munhoz, Robert Helmut Münzer, Hikari Murakami, L. Musa, J. Mušinský, J. W. Myrcha, Bharati Naik, Anjali Ila Nambrath, Basanta Kumar Nandi, R. Nania, E. Nappi, Adrian Fereydon Nassirpour, Vlad-Iulius Nastase, A. Nath, Neal Nathanson, C. Nattrass, Kirill Naumov, M. N. Naydenov, A. Neagu, L. Nellen, Roman Nepeivoda, S. Nese, Nicola Nicassio, B. S. Nielsen, E. G. Nielsen, S. Nikolaev, V. Nikulin, F. Noferini, S. Y. Noh, P. Nomokonov, J. Norman, N. Novitzky, A. Nyanin, J. Nystrand, M. R. Ockleton, M. Ogino, S. Oh, A. Ohlson, В. А. Окороков, J. Oleniacz, A. Önnerstad, C. Oppedisano, A. Ortiz Velasquez, J. Otwinowski, Motomi Oya, K. Oyama, S. Padhan, D. Pagano, G. Paić, S. Paisano-Guzmán, A. Palasciano, Iaroslav Panasenko, S. Panebianco, Pratima Panigrahi, C. Pantouvakis, H. Park, J. Park, S. Park, Jasper Elias Parkkila, Y. Patley, R. N. Patra, Pradeep Paudel, B. Paul, H. Pei, T. Peitzmann, X. Peng, M. Pennisi, Stefania Perciballi, D. Peresunko, Guillermo Mesa Pérez, Y. Pestov, M. T. Petersen, V. Petrov, M. Petrovici, S. Piano, M. Pikna, P. Pillot, O. Pinazza, L. Pinsky, C. Pinto, S. Pisano, Mateusz Andrzej Ploskon, M. Planinić, D. K. Plociennik, M. G. Poghosyan, B. Polichtchouk, S. Politano, N. Poljak, A. Pop, S. Porteboeuf-Houssais, V. Pozdniakov, Irandheny Yoval Pozos, Kshitish Kumar Pradhan, S. K. Prasad, Suraj Prasad, R. Preghenella, F. Prino, C. A. Pruneau, I. Pshenichnov, M. Puccio, S. Pucillo, S. Qiu, L. Quaglia, Aswathy Menon Kavumpadikkal Radhakrishnan, S. Ragoni, A. Rai, A. Rakotozafindrabe, N. Ramasubramanian, L. Ramello, Cesar Omar Ramirez Alvarez, M. Rasa, S. S. Räsänen, R. Rath, Max Philip Rauch, I. Ravasenga, K. F. Read, C. Reckziegel, A. Redelbach, K. Redlich, C. A. Reetz, Hector David Règules Medel, A. Rehman, F. Reidt, Haakon André Reme-Ness, K. Reygers, A. Riabov, V. Riabov, R. Ricci, Anton Albert Riedel, W. Riegler, A. G. Riffero, Michele Rignanese, C. Ripoli, C. Ristea, Manuel Viqueira Rodriguez, M. Rodríguez Cahuantzi, S. A. Rodríguez Ramírez, K. Røed, Roman Rogalev, Elena Rogochaya, Tim Sebastian Rogoschinski, D. Røhr, D. Röhrich, Solangel Rojas Torres, P. S. Rokita, G. Romanenko, F. Ronchetti, Diana Rosales Herrera, E. D. Rosas, K. Rosłon, A. Rossi, Ankhi Roy, Subhadeep Roy, N. Rubini, Justus Arne Rudolph, D. Ruggiano, R. Rui, Pawel Grzegorz Russek, R. Russo, A. Rustamov, E. Ryabinkin, Y. Ryabov, A. Rybicki, Lucy Ryder, J. Ryu, W. Rzesa, Bianca Sabiu, S. Sadhu, S. Sadovsky, J. Saetre, S. Saha, Bhagyarathi Sahoo, R. Sahoo, Dushmanta Sahu, P. K. Sahu, J. Saini, K. Sajdakova, S. Sakai, S. Sambyal, D. Samitz, I. Sanna, Thiago Badaro Saramela, D. Sarkar, P. Sarma, Valerio Sarritzu, V. M. Sarti, M. H. P. Sas, S. Sawan, E. Scapparone, Horst Sebastian Scheid, C. Schiaua, R. Schicker, F. Schlepper, A. Schmah, C. Schmidt, M. Schmidt, Nicolas Schmidt, Austin Robert Schmier, J. Schoengarth, Romain Schotter, J. Schukraft, K. Schweda, G. Scioli, E. Scomparin, Janet Elizabeth Seger, Y. Sekiguchi, Daiki Sekihata, M. 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Šuljić, Rishat Sultanov, Vikash Sumberia, S. Sumowidagdo, Nicholas Benjamin Sundstrom, L. H. Tabares, Seyed Farid Taghavi, J. Takahashi, Ganesh Jagannath Tambave, Siyu Tang, Z. Tang, J. D. Tapia Takaki, L. A. Tarasovičová, M. G. Tarzila, A. Tauro, A. Tavira García, G. Tejeda Muñoz, Livia Terlizzi, C. Terrevoli, D. Thakur, S. Thakur, M. Thøgersen, D. Thomas, A. Tikhonov, N. Tiltmann, A. R. Timmins, M. Tkacik, A. Toia, Ryoka Tokumoto, S. Tomassini, K. Tomohiro, N. Topilskaya, M. Toppi, V. V. Torres, A. Trifirò, T. Triloki, A. S. Triolo, S. Tripathy, Tulika Tripathy, S. Trogolo, Victor Trubnikov, W. H. Trzaska, T. P. Trzcinski, Christina Tsolanta, Ran Tu, A. Tumkin, R. Turrisi, T. S. Tveter, K. Ullaland, B. Ulukutlu, Sahil Upadhyaya, A. Uras, M. Urioni, G. L. Usaı́, Mudit Vaid, M. Vala, N. Valle, L. V. R. van Doremalen, M. van Leeuwen, C. A. van Veen, R. J. G. van Weelden, D. Varga, Z. Varga, M. Vasileiou, A. Vasiliev, O. Vázquez Doce, Omar Vázquez Rueda, V. Vechernin, Paul Veen, E. 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Bibliographic record

VenuePhysical review. C · 2025
Typearticle
Languageen
FieldPhysics and Astronomy
TopicHigh-Energy Particle Collisions Research
Canadian institutionsnot available
FundersNuclear PhysicsNational Research, Development and Innovation OfficeGSI Helmholtzzentrum für SchwerionenforschungScience and Technology Facilities CouncilCentro de Aplicaciones Tecnológicas y Desarrollo NuclearInstitutul de Fizică AtomicăMinisterul Cercetării şi InovăriiIstituto Nazionale di Fisica NuclearePontificia Universidad Católica del PerúNextGenerationEUForskningsrådet om Hälsa, Arbetsliv och VälfärdMinistry of Education and ScienceNorges ForskningsrådVetenskapsrådetFinanciadora de Estudos e ProjetosFondo de Cooperación Internacional en Ciencia y TecnologíaTürkiye Enerji, Nükleer ve Maden Araştırma KurumuNational Academy of Sciences of UkraineNational Research Foundation of KoreaNational Natural Science Foundation of ChinaNational Science and Technology Development AgencyBadan Riset dan Inovasi NasionalKnut och Alice Wallenbergs StiftelseNarodowe Centrum NaukiMinisterstwo Edukacji i NaukiConselho Nacional de Desenvolvimento Científico e TecnológicoGeneral Secretariat for Research and TechnologyDanmarks GrundforskningsfondMinisterstvo školstva, vedy, výskumu a športu Slovenskej republikyDirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de MéxicoSundhed og Sygdom, Det Frie ForskningsrådConsejo Nacional de Ciencia y TecnologíaMinistry of Education of the People's Republic of ChinaU.S. Department of EnergyDanmarks Frie ForskningsfondÖsterreichischen Akademie der WissenschaftenEuropean CommissionFundação de Amparo à Pesquisa do Estado de São PauloKorea Institute of Science and Technology InformationDeutsche ForschungsgemeinschaftNederlandse Organisatie voor Wetenschappelijk OnderzoekMinistry of Science and Technology of the People's Republic of ChinaDepartment of Atomic Energy, Government of IndiaFP7 International CooperationBundesministerium für Bildung und ForschungMinistry of Education, Culture, Sports, Science and TechnologyKorea Institute of Science and TechnologyMinisterstvo Školství, Mládeže a TělovýchovyHrvatska Zaklada za ZnanostUniversity Grants CommissionEuropean Research CouncilCentre National de la Recherche ScientifiqueCouncil of Scientific and Industrial Research, IndiaAustrian Science FundGrantová Agentura České RepublikyDepartment of Science and Technology, Ministry of Science and Technology, IndiaInstitut National de Physique Nucléaire et de Physique des ParticulesInstitut national de la recherche scientifiqueÖsterreichische Nationalstiftung für Forschung, Technologie und EntwicklungNemzeti Kutatási Fejlesztési és Innovációs HivatalNational Research FoundationUniversidade Federal do Rio Grande do SulSuranaree University of TechnologyCERNJapan Society for the Promotion of ScienceVillum FondenNational Science Foundation
KeywordsMesonCollisionLarge Hadron ColliderProduction (economics)Cross section (physics)Event (particle physics)

Abstract

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We present the measurement of the p T -differential production cross section of ω mesons in and p -Pb collisions at s N N = 5.02 TeV at midrapidity by ALICE. In addition, the first measurement of the nuclear modification factor R p Pb for ω mesons at LHC energies is presented, complementing the existing measurements of lighter neutral mesons such as the π 0 and η . Within the measured p T range, the R p Pb of ω mesons is compatible with no cold nuclear matter effects within the uncertainties, consistent with previous measurements at lower energies. The ω / π 0 ratio is presented for both collision systems, showing no collision system dependence within the uncertainties. The comparison to previously published ω / π 0 ratios at lower and higher collision energies in collisions suggests a decreasing trend of the ratio above p T = 4 GeV/ c with increasing collision energy. The data in both collision systems are compared to predictions from PYTHIA 8, EPOS LHC, and DPMJET event generators, revealing significant shortcomings in these models’ ability to describe the production of ω mesons.

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Full frame machine prediction

Teacher imitation

Not 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)0.002
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.025
Threshold uncertainty score0.084

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.002
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.002
Science and technology studies0.0010.001
Scholarly communication0.0020.002
Open science0.0020.001
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0250.009

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 head0.023
GPT teacher head0.271
Teacher spread0.248 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine 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 designBench or experimental
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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Citations0
Published2025
Admission routes1
Has abstractyes

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