{"id":"W4381248233","doi":"10.1088/1748-0221/18/11/p11006","title":"Fast b-tagging at the high-level trigger of the ATLAS experiment in LHC Run 3","year":2023,"lang":"en","type":"preprint","venue":"Journal of Instrumentation","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"SLAC National Accelerator Laboratory; Brookhaven National Laboratory; European Social Fund; High Energy Physics; British Columbia Knowledge Development Fund; Japan Society for the Promotion of Science; Science and Technology Facilities Council; Natural Sciences and Engineering Research Council of Canada; University of California, Irvine; College of Engineering, Michigan State University; Agencia Nacional de Investigación y Desarrollo; Shanghai Key Laboratory for Particle Physics and Cosmology; Technische Universität Dortmund; Narodowa Agencja Wymiany Akademickiej; Pontificia Universidad Católica de Chile; University of Science and Technology of China; Universidade do Minho; Julius-Maximilians-Universität Würzburg; University of South Africa; University of the Philippines; State Key Laboratory of Particle Detection and Electronics; Universidade Federal de Juiz de Fora; Universitatea din București; University of Cape Town; Universidade do Estado do Rio de Janeiro; High Energy Accelerator Research Organization; Université Cadi Ayyad; University of Tsukuba; Nuclear Physics; Aristotle University of Thessaloniki; Universidad de Granada; Univerza v Ljubljani; Centre National pour la Recherche Scientifique et Technique; Technion-Israel Institute of Technology; United Arab Emirates University; Institut National de Physique Nucléaire et de Physique des Particules; Universidade de Lisboa; Universidade de Coimbra; Ludwig-Maximilians-Universität München; Universidade de São Paulo; Scottish Universities Physics Alliance; National Tsing Hua University; Royal Holloway, University of London; Universidade Federal do Rio de Janeiro; Universitetet i Oslo; H2020 Marie Skłodowska-Curie Actions; McGill University; Univerzita Karlova v Praze; Generalitat de Catalunya; Ministerio de Ciencia e Innovación; Università degli Studi di Pavia; CERN; Shanghai Jiao Tong University; Ministry of Education, India; Stony Brook University; Institut \"Jožef Stefan\"; Waseda University; TRIUMF; Javna Agencija za Raziskovalno Dejavnost RS; Simon Fraser University; Universidad de Buenos Aires; Centre National de la Recherche Scientifique; Max-Planck-Gesellschaft; Georg-August-Universität Göttingen; Lunds Universitet; Université de Genève; University of Toronto; Université Hassan II de Casablanca; Generalitat Valenciana; Stockholms Universitet; Academia Sinica; Fundação para a Ciência e a Tecnologia; Compute Canada; Radboud Universiteit; Danmarks Grundforskningsfond; Abdus Salam International Centre for Theoretical Physics; Consejo Nacional de Investigaciones Científicas y Técnicas; Sapienza Università di Roma; Universität Innsbruck; Agence Nationale de la Recherche; Université de Fribourg; Universiteit van Amsterdam; Universität Heidelberg; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Deutsche Forschungsgemeinschaft; Akademia Górniczo-Hutnicza im. Stanislawa Staszica; University of Sussex; Fundação de Amparo à Pesquisa do Estado de São Paulo; Leverhulme Trust; European Commission; Albert-Ludwigs-Universität Freiburg; University College London; University of Zululand; Royal Society; Univerzita Komenského v Bratislave; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; University of Glasgow; York University; Division of Physics; Türkiye Enerji, Nükleer ve Maden Araştırma Kurumu; University of Illinois at Urbana-Champaign; Louisiana Tech University; Université Paris-Saclay; Univerzita Palackého v Olomouci; University of Johannesburg; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Southern Methodist University; Canarie; Universität Siegen; Université Mohammed VI Polytechnique; Centres de Recerca de Catalunya; Università di Pisa; Technische Universität Dresden; Universidad Autónoma de Madrid; Ministerstvo Školství, Mládeže a Tělovýchovy; Université Grenoble Alpes; Institutul National de Cercetare-Dezvoltare pentru Fizica si Inginerie Nucleara 'Horia Hulubei'; Department of Physics and Astronomy, University College London; Israel Science Foundation; New York University Abu Dhabi; Instituto Superior Técnico; Bundesministerium für Bildung und Forschung; Ministry of Education, Culture, Sports, Science and Technology; University of Oregon; National Natural Science Foundation of China; Aix-Marseille Université; Ohio State University; České Vysoké Učení Technické v Praze; Sorbonne Université; Kungliga Tekniska Högskolan; University of Pittsburgh; Iowa State University; European Regional Development Fund; Akademie Věd České Republiky; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Slovenská Akadémia Vied; Università degli Studi di Trento; Universidad Nacional de La Plata; Michigan State University; Università della Calabria; U.S. Department of Energy; Shandong University; Tel Aviv University; University of Oxford; Agencia Nacional de Promoción Científica y Tecnológica; Deutsches Elektronen-Synchrotron; Justus Liebig Universität Gießen; Universidad Técnica Federico Santa María; Harvard University; Queen Mary University of London; University of Oklahoma; Universitatea Transilvania din Brasov; Northern Illinois University; University of Washington; Oklahoma State University; National Science Foundation; Università degli Studi di Napoli Federico II; Universidad de Tarapacá; University of Warwick; Alexander von Humboldt-Stiftung; Austrian Science Fund; University of Pennsylvania","keywords":"Large Hadron Collider; ATLAS experiment; Atlas (anatomy); Detector; Physics; Filter (signal processing); Computer science; Hadron; Tracking (education); Particle physics; Bar (unit); Real-time computing; Computer vision; Optics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002215659,0.0001494792,0.0002725291,0.0000324282,0.0001091764,0.00003107396,0.0002492992,0.00003010568,0.0000994798],"category_scores_gemma":[0.000005515183,0.00007632459,0.0002161272,0.0001181119,0.0001156522,0.0000691368,0.0005130349,0.0002803796,0.000009557262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001611745,"about_ca_system_score_gemma":0.00003914734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003537845,"about_ca_topic_score_gemma":0.000008757116,"domain_scores_codex":[0.9987361,0.00009217956,0.0005650091,0.0001171893,0.0003404548,0.0001490394],"domain_scores_gemma":[0.9990342,0.00008345087,0.0006565783,0.00013771,0.00005697548,0.00003106854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0007346636,0.001391121,0.1741281,0.0001304146,0.001676665,0.000005995742,0.02190043,0.01287129,0.6585435,0.05941585,0.003346962,0.06585506],"study_design_scores_gemma":[0.0008766131,0.00005536139,0.02258065,0.0002843351,0.00006048649,9.293936e-7,0.004898714,0.0001986372,0.9392212,0.0316171,0.00007635972,0.0001296029],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968843,0.00008616865,0.0001089314,0.001613972,0.0007067284,0.000193767,0.00004232015,0.000002816435,0.0003610355],"genre_scores_gemma":[0.9994546,0.00001530805,0.00009468532,0.00002056662,0.0002513328,0.00002649725,0.0000108489,0.000009290598,0.0001168954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2806778,"threshold_uncertainty_score":0.3112427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03365825394146207,"score_gpt":0.2985503849144505,"score_spread":0.2648921309729884,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}