← Back to cohort
Search for long-lived charged particles using large specific ionisation loss and time of flight in 140 fb-1 of 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, Matej Haviernik, Nihad Hidic, Yicong Huang, Samuel Jankových, Peter Kodyš, 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
TopicHigh-Energy Particle Collisions Research
Canadian institutionsnot available
FundersEuropean Social FundHigh Energy PhysicsSLAC National Accelerator LaboratoryAgencia Estatal de InvestigaciónAgencia Nacional de Promoción Científica y TecnológicaJapan Society for the Promotion of ScienceScience and Technology Facilities CouncilNatural Sciences and Engineering Research Council of CanadaHorizon 2020 Framework ProgrammeUniversity of California, IrvineCollege of Engineering, Michigan State UniversityInstitut de Física d'Altes EnergiesNational Science and Technology CouncilAgencia Nacional de Investigación y DesarrolloNational Technical University of AthensShanghai Key Laboratory for Particle Physics and CosmologyNarodowa Agencja Wymiany AkademickiejUniversity of Chinese Academy of SciencesPontificia Universidad Católica de ChileUniversidade do MinhoUniversity of West AtticaJulius-Maximilians-Universität WürzburgNanjing UniversityUniversidad de TarapacáUniversidade do Estado do Rio de JaneiroUniversity of TsukubaNuclear PhysicsAristotle University of ThessalonikiUniversidad de GranadaUniverza v LjubljaniCentre National pour la Recherche Scientifique et TechniqueTechnion-Israel Institute of TechnologyUnited Arab Emirates UniversityH2020 European Research CouncilUniversidade de São PauloTokyo Metropolitan UniversityNational and Kapodistrian University of AthensRoyal Holloway, University of LondonUniversidade Federal do Rio de JaneiroUniversitetet i OsloH2020 Marie Skłodowska-Curie ActionsMcGill UniversityUniverzita Karlova v PrazeGeneralitat de CatalunyaMinisterio de Ciencia e InnovaciónArgonne National LaboratoryCERNMinistry of Education, IndiaShanghai Jiao Tong UniversitySimon Fraser UniversitySorbonne UniversitéKungliga Tekniska HögskolanCentre National de la Recherche ScientifiqueMinistero dell'Università e della RicercaMax-Planck-GesellschaftKhalifa University of Science, Technology and ResearchEuropean CommissionKnut och Alice Wallenbergs StiftelseLawrence Berkeley National LaboratoryEuropean Regional Development FundAkademie Věd České RepublikyBundesministerium für Wissenschaft, Forschung und WirtschaftSchweizerischer Nationalfonds zur Förderung der Wissenschaftlichen ForschungNorges ForskningsrådLunds UniversitetSun Yat-sen UniversityLudwig-Maximilians-Universität MünchenFundação para a Ciência e a TecnologiaRadboud UniversiteitUniversiteit van AmsterdamUniversidad Autónoma de MadridMinisterstvo Školství, Mládeže a TělovýchovyAgence Nationale de la RechercheVetenskapsrådetDanmarks GrundforskningsfondUniversity College LondonRoyal SocietyFundação de Amparo à Pesquisa do Estado de São PauloLeverhulme TrustUniversity of TorontoGeneralitat ValencianaIstituto Nazionale di Fisica NucleareUniversity of AlbertaYork UniversityDivision of PhysicsCarl Tryggers Stiftelse för Vetenskaplig ForskningTürkiye Enerji, Nükleer ve Maden Araştırma KurumuUniversity of Illinois at Urbana-ChampaignLouisiana Tech UniversityCanarieUniversität SiegenCentres de Recerca de CatalunyaZhengzhou UniversityUK Research and InnovationNew York University Abu DhabiInstituto Superior TécnicoBundesministerium für Bildung und ForschungUniversity of OregonInstitute of High Energy PhysicsMinistry of Education, Culture, Sports, Science and TechnologyStony Brook UniversityInstitut "Jožef Stefan"Universidade de CoimbraUniversitetet i BergenUniversity of Texas at ArlingtonUniversidad Nacional de La PlataBaden-Württemberg StiftungMichigan State UniversityCHIST-ERAFundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de JaneiroU.S. Department of EnergyShandong UniversityUniversidad Técnica Federico Santa MaríaDeutsche ForschungsgemeinschaftTsinghua UniversityNederlandse Organisatie voor Wetenschappelijk OnderzoekBritish Columbia Knowledge Development FundChinese Academy of SciencesUniversity of SussexUniversité Savoie Mont BlancMinisterstwo Edukacji i NaukiUniversité Paris-SaclayUniverzita Palackého v OlomouciConselho Nacional de Desenvolvimento Científico e TecnológicoQueen Mary University of LondonTel Aviv UniversityUniversity of BernUniversity of PittsburghNational Science FoundationOklahoma State UniversityTRIUMFUniversity of OklahomaUniversity of WashingtonInstitut National de Physique Nucléaire et de Physique des ParticulesUniversidade de LisboaMinistry of Science and Technology of the People's Republic of ChinaForskningsrådet om Hälsa, Arbetsliv och VälfärdUniversité de ToulouseNorthern Illinois UniversityNational Natural Science Foundation of ChinaAix-Marseille UniversitéOhio State UniversityČeské Vysoké Učení Technické v PrazeUniversity of OxfordAlexander von Humboldt-StiftungConsejo Nacional de Investigaciones Científicas y TécnicasAustrian Science FundHigh Energy Accelerator Research OrganizationGrantová Agentura České RepublikyUniversity of PennsylvaniaDepartment of Physics and Astronomy, University College LondonAnkara UniversitesiAcademia Sinica
KeywordsCharged particleDetectorAtlas (anatomy)Square (algebra)Atlas detectorIonization
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)0.002
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: Bench or experimental · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.326
Threshold uncertainty score0.819
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| 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 head0.046
GPT teacher head0.345
Teacher spread0.299 · 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 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".
Quick stats
Citations0
Published2025
Admission routes1
Has abstractno