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Observation of 𝑉 𝑉 𝑍 production at √𝑠 = 13 TeV with the ATLAS detector
G. Aad, E. Aakvaag, B. Abbott, S. Abdelhameed, K. Abeling, N.J Abicht, S. H. Abidi, O. S AbouZeid, N. B. Abraham, H. Abramowicz, Peter Berta, Marek Biroš, Chainika Chauhan, Tomáš Davídek, Martin Divíšek, Jiří Dolejší, Zdeněk Doležal, Jana Faltová, Pavol Federič, Nihad Hidic, Yicong Huang, Samuel Jankových, Peter Kodyš, Martin Krivoš, Rupert Leitner, Gabriela Karkošová Martinovicová, Jan Matoušek, Agnieszka Ewa Ogrodnik, Franciszek Jerzy Monique Pauwels, Tadeáš Petrů, Vojtěch Pleskot, Stanislav Poláček, Pavel Řezníček, Martin Rybář, Daniel Scheirich, Martin Spousta, Martin Sýkora, Tomáš Sýkora, Petr Tas, Denys Timoshyn, Sarka Todorova, Pavel Vana, Vít Vorobel, Petr Baroň
Bibliographic record
VenueCU Research Publications Repository · 2025
Typearticle
Languageen
FieldPhysics and Astronomy
TopicParticle physics theoretical and experimental studies
Canadian institutionsnot available
FundersEuropean Social FundNuclear PhysicsInstitut National de Physique Nucléaire et de Physique des ParticulesFundação para a Ciência e a TecnologiaJapan Society for the Promotion of ScienceJustus Liebig Universität GießenAgencia Nacional de Promoción Científica y TecnológicaDeutsches Elektronen-SynchrotronGeneralitat ValencianaUniversité Hassan II de CasablancaUniversité Cadi AyyadNarodowa Agencja Wymiany AkademickiejUniversidade Federal de Juiz de ForaState Key Laboratory of Particle Detection and ElectronicsAgencia Nacional de Investigación y DesarrolloStockholms UniversitetAgence Nationale de la RechercheUniversität InnsbruckUniversity of Science and Technology of ChinaAgencia Estatal de InvestigaciónRoyal Holloway, University of LondonUniversidade Federal do Rio de JaneiroCentre National pour la Recherche Scientifique et TechniqueUniverza v LjubljaniRoyal SocietyUniversity of ZululandUniversity of South AfricaUniversity of the PhilippinesSouthern Methodist UniversityConselho Nacional de Desenvolvimento Científico e TecnológicoUniversity of JohannesburgUniversité Paris-SaclayUniversidade do Estado do Rio de JaneiroHigh Energy Accelerator Research OrganizationUniversité de GenèveDepartment of Physics and Astronomy, University College LondonUniversité de FribourgUniversidade de São PauloScottish Universities Physics AllianceNational Tsing Hua UniversityUniversità degli Studi di PaviaEuropean Regional Development FundBritish Columbia Knowledge Development FundCentre National de la Recherche ScientifiqueMax-Planck-GesellschaftUniversity of Cape TownKhalifa University of Science, Technology and ResearchUniversità degli Studi di TrentoUniversidad Nacional de La PlataMinisterstwo Edukacji i NaukiBundesministerium für Wissenschaft, Forschung und WirtschaftH2020 Marie Skłodowska-Curie ActionsGeneralitat de CatalunyaMinisterstvo Školství, Mládeže a TělovýchovyUniversidad Autónoma de MadridUniversità di PisaTechnische Universität DresdenSapienza Università di RomaConsejo Nacional de Investigaciones Científicas y TécnicasAustrian Science FundLeverhulme TrustEuropean CommissionFundação de Amparo à Pesquisa do Estado de São PauloUniversität HeidelbergGeorg-August-Universität GöttingenNederlandse Organisatie voor Wetenschappelijk OnderzoekDeutsche ForschungsgemeinschaftScience and Technology Facilities CouncilSchweizerischer Nationalfonds zur Förderung der Wissenschaftlichen ForschungUniversity of GlasgowDanmarks GrundforskningsfondAlbert-Ludwigs-Universität FreiburgUniversity College LondonNatural Sciences and Engineering Research Council of CanadaBundesministerium für Bildung und ForschungMinistry of Education, Culture, Sports, Science and TechnologyU.S. Department of EnergyUniversità della CalabriaCanarieQueen Mary University of LondonHarvard UniversityInstitut "Jožef Stefan"National Science FoundationUK Research and InnovationLunds UniversitetNational Science and Technology CouncilUniversité Grenoble AlpesLouisiana Tech UniversityCentres de Recerca de CatalunyaCERNUniversité de ToulouseForskningsrådet om Hälsa, Arbetsliv och VälfärdUniversità degli Studi di Napoli Federico IIAlexander von Humboldt-StiftungTRIUMFUniversité Mohammed VI PolytechniqueIowa State UniversityNational Natural Science Foundation of ChinaAix-Marseille UniversitéTechnische Universität DortmundAbdus Salam International Centre for Theoretical PhysicsTürkiye Enerji, Nükleer ve Maden Araştırma Kurumu
KeywordsDetectorAtlas detectorProduction (economics)Atlas (anatomy)Noise (video)
DOInot available
Abstract
No abstract in any covered source. Its absence is recorded, not treated as a negative.
No abstract. This is not a gap in this database; OpenAlex has none either. 23.3% of the frame is in this state, and the screen finds HALF as much metaresearch here, so the absence is a measured bias rather than a missing field.
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)0.000
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 score0.007
Threshold uncertainty score0.022
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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 head0.042
GPT teacher head0.338
Teacher spread0.296 · 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 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 abstractno