{"id":"W4401202532","doi":"10.1088/1748-0221/19/08/p08018","title":"Accuracy versus precision in boosted top tagging with the ATLAS detector","year":2024,"lang":"en","type":"preprint","venue":"Journal of Instrumentation","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"CHIST-ERA; SLAC National Accelerator Laboratory; H2020 European Research Council; Brookhaven National Laboratory; European Social Fund; U.S. Department of Energy; High Energy Physics; Agencia Estatal de Investigación; University of Sussex; Instituto Superior Técnico; Japan Society for the Promotion of Science; Ministero dell'Università e della Ricerca; Science and Technology Facilities Council; Natural Sciences and Engineering Research Council of Canada; Deutsches Elektronen-Synchrotron; Horizon 2020 Framework Programme; University of California, Irvine; College of Engineering, Michigan State University; Institut de Física d'Altes Energies; University of Illinois at Urbana-Champaign; National Science and Technology Council; Agencia Nacional de Investigación y Desarrollo; Universiteit van Amsterdam; National Technical University of Athens; Shanghai Key Laboratory for Particle Physics and Cosmology; Technische Universität Dortmund; Ludwig-Maximilians-Universität München; Narodowa Agencja Wymiany Akademickiej; National University of Science and Technology; University of Chinese Academy of Sciences; University of Pennsylvania; Tsinghua University; University of Science and Technology of China; Universidade do Minho; Julius-Maximilians-Universität Würzburg; Agencia Nacional de Promoción Científica y Tecnológica; Gaziantep Üniversitesi; Universidad Nacional de La Plata; Nanjing University; Justus Liebig Universität Gießen; Tel Aviv University; 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; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; Universidade do Estado do Rio de Janeiro; UK Research and Innovation; Université Cadi Ayyad; University of Tsukuba; Université Savoie Mont Blanc; Nuclear Physics; Sapienza Università di Roma; Aristotle University of Thessaloniki; Universidade de São Paulo; Universidad de Granada; Sorbonne Université; Univerza v Ljubljani; Centre National pour la Recherche Scientifique et Technique; Technion-Israel Institute of Technology; United Arab Emirates University; Queen Mary University of London; Univerzita Palackého v Olomouci; Norges Forskningsråd; Pontificia Universidad Católica de Chile; Università di Bologna; Institut National de Physique Nucléaire et de Physique des Particules; Universidade de Lisboa; Universidade de Coimbra; Royal Holloway, University of London; Universidade Federal do Rio de Janeiro; Universitetet i Oslo; National and Kapodistrian University of Athens; University of Bern; Universidad de Buenos Aires; Centre National de la Recherche Scientifique; Università degli Studi di Pavia; Zhengzhou University; Ministerstwo Edukacji i Nauki; Universitatea Transilvania din Brasov; TRIUMF; University of Oxford; Javna Agencija za Raziskovalno Dejavnost RS; Simon Fraser University; Max-Planck-Gesellschaft; European Commission; Knut och Alice Wallenbergs Stiftelse; Georg-August-Universität Göttingen; Lunds Universitet; Université de Genève; University of Toronto; Université Hassan II de Casablanca; Generalitat Valenciana; Ministerio de Ciencia e Innovación; McGill University; Univerzita Karlova v Praze; Generalitat de Catalunya; Sun Yat-sen University; Fundação para a Ciência e a Tecnologia; Radboud Universiteit; Vetenskapsrådet; Danmarks Grundforskningsfond; Abdus Salam International Centre for Theoretical Physics; Consejo Nacional de Investigaciones Científicas y Técnicas; Universität Innsbruck; Agence Nationale de la Recherche; European Regional Development Fund; Université de Fribourg; Bundesministerium für Bildung und Forschung; Universidad Autónoma de Madrid; Universität Heidelberg; Waseda University; Université de Toulouse; Deutsche Forschungsgemeinschaft; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Université Grenoble Alpes; British Columbia Knowledge Development Fund; Chinese Academy of Sciences; Albert-Ludwigs-Universität Freiburg; University College London; Kungliga Tekniska Högskolan; Centres de Recerca de Catalunya; Universidad de Tarapacá; Austrian Science Fund; Ohio State University; University of Warwick; University of Zululand; Royal Society; Univerzita Komenského v Bratislave; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; H2020 Marie Skłodowska-Curie Actions; University of Glasgow; York University; Division of Physics; Türkiye Enerji, Nükleer ve Maden Araştırma Kurumu; Louisiana Tech University; Université Paris-Saclay; University of Johannesburg; Conselho Nacional de Desenvolvimento Científico e Tecnológico; University of Oregon; Southern Methodist University; Canarie; Universität Siegen; Università di Pisa; Technische Universität Dresden; Ministerstvo Školství, Mládeže a Tělovýchovy; Argonne National Laboratory; Shanghai Jiao Tong University; Ministry of Education, India; CERN; Institutul National de Cercetare-Dezvoltare pentru Fizica si Inginerie Nucleara 'Horia Hulubei'; Department of Physics and Astronomy, University College London; Ankara Universitesi; Israel Science Foundation; New York University Abu Dhabi; University of Oklahoma; Brandeis University; Institute of High Energy Physics; Ministry of Education, Culture, Sports, Science and Technology; University of Pittsburgh; Iowa State University; Harvard University; Université Mohammed VI Polytechnique; Stockholms Universitet; Academia Sinica; Aix-Marseille Université; Universidad Técnica Federico Santa María; Università degli Studi di Trento; Michigan State University; Baden-Württemberg Stiftung; Università della Calabria; Fundação de Amparo à Pesquisa do Estado de São Paulo; Leverhulme Trust; Lawrence Berkeley National Laboratory; Akademie Věd České Republiky; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Slovenská Akadémia Vied; Shandong University; National Natural Science Foundation of China; National Tsing Hua University; Scottish Universities Physics Alliance; České Vysoké Učení Technické v Praze; Rheinische Friedrich-Wilhelms-Universität Bonn; Ministry of Science and Technology of the People's Republic of China; Istituto Nazionale di Fisica Nucleare; Forskningsrådet om Hälsa, Arbetsliv och Välfärd; Northern Illinois University; University of Washington; Universidad Nacional de Colombia; Stony Brook University; Oklahoma State University; National Science Foundation; Università degli Studi di Napoli Federico II; Institut \"Jožef Stefan\"; Universitetet i Bergen; University of Texas at Arlington; Alexander von Humboldt-Stiftung; High Energy Accelerator Research Organization; Grantová Agentura České Republiky","keywords":"Large Hadron Collider; Atlas (anatomy); Particle physics; Detector; ATLAS experiment; Algorithm; Physics; Physics beyond the Standard Model; Computer science; Atlas detector; Machine learning; Artificial intelligence; Nuclear physics; 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":[0.0001480539,0.0001399636,0.0001930635,0.0000544052,0.00005865396,0.0001126344,0.0001452819,0.00002525554,0.0000476203],"category_scores_gemma":[0.000007751753,0.00008019446,0.00009922656,0.0001153521,0.00005688854,0.0001066915,0.0002352985,0.0004669379,0.00001347018],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001017411,"about_ca_system_score_gemma":0.00005818041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006585338,"about_ca_topic_score_gemma":0.000003680699,"domain_scores_codex":[0.9991468,0.00005230522,0.0003116417,0.0001203464,0.0002409968,0.0001279284],"domain_scores_gemma":[0.9993549,0.0001505201,0.000309461,0.0000939619,0.00005499928,0.00003616053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006096301,0.0006956655,0.01897469,0.000193264,0.002065721,0.00004035583,0.01849532,0.00615378,0.08736981,0.04039579,0.001364856,0.8181545],"study_design_scores_gemma":[0.004719712,0.0008228323,0.00237988,0.001463322,0.0003737147,0.000005785144,0.01287545,0.002483922,0.865187,0.1085366,0.0006549503,0.0004968623],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963505,0.0002619016,0.0002744966,0.000992785,0.0005332042,0.0001605368,0.000007496269,0.000004974136,0.001414115],"genre_scores_gemma":[0.9993653,0.00001563246,0.0002480844,0.00001236481,0.0003154298,0.00001716844,0.000005474447,0.00001126343,0.000009300849],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8176576,"threshold_uncertainty_score":0.3270235,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0171427417376042,"score_gpt":0.3046412271544531,"score_spread":0.2874984854168489,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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