{"id":"W7019135077","doi":"","title":"Fast b-tagging at the high-level trigger of the ATLAS experiment in LHC Run 3","year":2023,"lang":"en","type":"article","venue":"UCL Discovery (University College London)","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":0,"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 (anatomy); ATLAS experiment; Limiting; Hadron; Event (particle physics); Filter (signal processing)","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":[0.0001315615,0.0001317536,0.0001663092,0.00007502021,0.000350542,0.00001766802,0.0003614146,0.00002859002,0.0003358799],"category_scores_gemma":[0.000002210351,0.0000885218,0.0001182563,0.0008902623,0.00008696893,0.0003614736,0.0004035085,0.0001193025,0.00009895788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001124788,"about_ca_system_score_gemma":0.0000766972,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000489641,"about_ca_topic_score_gemma":0.0003084178,"domain_scores_codex":[0.9991059,0.00006056449,0.0001347254,0.0001939432,0.0002237926,0.0002810527],"domain_scores_gemma":[0.9995084,0.00009034768,0.00009574045,0.0002490653,0.00002071966,0.00003570186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001175424,0.0005422333,0.7587662,0.0000777056,0.0004944322,0.00007593587,0.01103721,0.004638975,0.1100075,0.06100401,0.04479872,0.007381667],"study_design_scores_gemma":[0.003189687,0.00004198114,0.8634961,0.00009774235,0.00004513265,0.00000119819,0.009235231,0.004218586,0.095283,0.0002623535,0.02367631,0.000452656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965082,0.00001597298,0.00002947349,0.0007333755,0.0002262194,0.0002533233,0.0004000881,0.00001819647,0.001815198],"genre_scores_gemma":[0.9667686,0.000005820629,0.0000130814,0.00002452048,0.00004438532,0.000003691762,0.00002578142,0.000006533999,0.03310753],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1047299,"threshold_uncertainty_score":0.3677649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352816036634642,"score_gpt":0.2024905311439343,"score_spread":0.1889623707775879,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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