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Differential cross-section measurements of Higgs boson production in the H RIGHTWARDS ARROW τ+τ- decay channel in pp collisions at SQUARE ROOTs = 13 TeV with the ATLAS detector
G. Aad, E. Aakvaag, B. Abbott, K. Abeling, N. J. Abicht, S. H. Abidi, A. Aboulhorma, H. Abramowicz, H. Abreu, Y. Abulaiti, Peter Berta, Marek Biroš, Chainika Chauhan, Tomáš Davídek, Martin Divíšek, Jiří Dolejší, Zdeněk Doležal, Jana Faltová, Pavol Federič, Nihad Hidic, Yicong Huang, 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
FundersCHIST-ERASLAC National Accelerator LaboratoryNuclear PhysicsDepartment of Physics and Astronomy, University College LondonAgencia Nacional de Promoción Científica y TecnológicaFundação para a Ciência e a TecnologiaJapan Society for the Promotion of ScienceHorizon 2020 Framework ProgrammeCollege of Engineering, Michigan State UniversityInstitut National de Physique Nucléaire et de Physique des ParticulesStony Brook UniversityMinistero dell'Università e della RicercaAgencia Nacional de Investigación y DesarrolloNarodowa Agencja Wymiany AkademickiejJulius-Maximilians-Universität WürzburgAgencia Estatal de InvestigaciónUniversidade Federal do Rio de JaneiroUniverza v LjubljaniHigh Energy Accelerator Research OrganizationForskningsrådet om Hälsa, Arbetsliv och VälfärdRoyal Holloway, University of LondonUniversity of TsukubaAristotle University of ThessalonikiTechnion-Israel Institute of TechnologyUniversidade de São PauloUniversité de ToulouseUniversidade do Estado do Rio de JaneiroTel Aviv UniversityUniversity of California, IrvineIsrael Science FoundationMinisterstwo Edukacji i NaukiMcGill UniversityConselho Nacional de Desenvolvimento Científico e TecnológicoBundesministerium für Wissenschaft, Forschung und WirtschaftUniversity of TorontoGeneralitat de CatalunyaGeneralitat ValencianaH2020 European Research CouncilNorges ForskningsrådLunds UniversitetConsejo Nacional de Investigaciones Científicas y TécnicasAustrian Science FundGrantová Agentura České RepublikyNatural Sciences and Engineering Research Council of CanadaMinistry of Education, Culture, Sports, Science and TechnologyBundesministerium für Bildung und ForschungNational Science and Technology CouncilMinisterstvo Školství, Mládeže a TělovýchovyEuropean CommissionLeverhulme TrustFundação de Amparo à Pesquisa do Estado de São PauloScience and Technology Facilities CouncilYork UniversitySchweizerischer Nationalfonds zur Förderung der Wissenschaftlichen ForschungDivision of PhysicsAgence Nationale de la RechercheMichigan State UniversityUniversidad Nacional de La PlataBaden-Württemberg StiftungUniversity of SussexDeutsche ForschungsgemeinschaftNederlandse Organisatie voor Wetenschappelijk OnderzoekMinistry of Science and Technology of the People's Republic of ChinaInstitut "Jožef Stefan"Universidad Autónoma de MadridNational Science FoundationIstituto Nazionale di Fisica NucleareUK Research and InnovationEuropean Regional Development FundBritish Columbia Knowledge Development FundCentre National de la Recherche ScientifiqueMax-Planck-GesellschaftEuropean Social FundCentre National pour la Recherche Scientifique et TechniqueRoyal SocietyKungliga Tekniska HögskolanAlexander von Humboldt-StiftungHigh Energy PhysicsTRIUMFAcademia SinicaQueen Mary University of LondonCanarieH2020 Marie Skłodowska-Curie ActionsUniversity of Illinois at Urbana-ChampaignLouisiana Tech UniversityCentres de Recerca de CatalunyaCERNAix-Marseille UniversitéTürkiye Enerji, Nükleer ve Maden Araştırma KurumuDanmarks GrundforskningsfondUniversity College LondonNational Natural Science Foundation of ChinaFundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de JaneiroU.S. Department of Energy
KeywordsHiggs bosonAtlas detectorAtlas (anatomy)DetectorLarge Hadron ColliderChannel (broadcasting)BosonProduction (economics)
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 distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.510
Threshold uncertainty score0.674
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
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 head0.044
GPT teacher head0.347
Teacher spread0.303 · 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 teacher head, not a consensus.
The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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".
Quick stats
Citations0
Published2025
Admission routes1
Has abstractno