{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001903684,0.0007458296,0.0006241939,0.0004450449,0.000747318,0.001283585,0.0007770953,0.0006545048,0.006666856],"category_scores_gemma":[0.001404773,0.0003368142,0.0005519076,0.0006510076,0.0003805074,0.0005262741,0.001005647,0.0009590536,0.002359224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009568836,"about_ca_system_score_gemma":0.00122808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009556099,"about_ca_topic_score_gemma":0.01607754,"domain_scores_codex":[0.9992272,0.0001589974,0.00002661036,0.0001579449,0.0002562526,0.0001730513],"domain_scores_gemma":[0.9988757,0.0002827772,0.0001051815,0.000254663,0.0002232172,0.0002584248],"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":[0.02638498,0.001866582,0.221335,0.0005294562,0.0009841679,0.003997085,0.001351435,0.1606226,0.3067128,0.02840201,0.08280891,0.1650051],"study_design_scores_gemma":[0.001227483,0.001881941,0.2183734,0.00008405376,0.0002659322,0.001094038,0.0003205513,0.4616845,0.2498353,0.02377173,0.04099665,0.0004644903],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8430969,0.0002006986,0.09321316,0.0006262194,0.00014628,0.0001830099,0.01263818,0.02634904,0.02354663],"genre_scores_gemma":[0.9715803,0.00002221098,0.01754276,0.0001701638,0.00002128465,0.00007805875,0.00768809,0.0007672492,0.002129887],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.009556099,"threshold_uncertainty_score":0.02230293,"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). 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