{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008836418,0.0007726055,0.0008602762,0.001427611,0.0006349065,0.002530767,0.001392703,0.001715372,0.00120281],"category_scores_gemma":[0.01974012,0.0003232238,0.0006548601,0.002494239,0.0008446162,0.001375505,0.001648078,0.001060746,0.001034163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008469232,"about_ca_system_score_gemma":0.0009241861,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005585718,"about_ca_topic_score_gemma":0.004428246,"domain_scores_codex":[0.9952188,0.001415386,0.0003185471,0.001271808,0.001387649,0.0003878221],"domain_scores_gemma":[0.9849312,0.008452307,0.001051986,0.003364162,0.00191443,0.0002858894],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00579313,0.0003943057,0.1632946,0.0006028417,0.0007796497,0.0003436828,0.0001627738,0.6536656,0.01236574,0.007644292,0.01698801,0.1379654],"study_design_scores_gemma":[0.0002086365,0.0003927373,0.05810851,0.0001032387,0.0001650438,0.0003536361,0.0001293859,0.8827104,0.03988126,0.008247361,0.009556087,0.0001436461],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9223962,0.001935873,0.04798674,0.0008091816,0.00044498,0.00005419731,0.01453024,0.004541312,0.007301219],"genre_scores_gemma":[0.9607051,0.0001787597,0.01869874,0.000144109,0.0000574199,0.00001924226,0.01891425,0.0001653859,0.001117115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008836418,"threshold_uncertainty_score":0.04673201,"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). Scores rank; they never assert a category."}}