{"id":"W7073547770","doi":"","title":"Accuracy versus precision in boosted top tagging with the ATLAS detector","year":2024,"lang":"en","type":"article","venue":"White Rose Research Online (University of Leeds, The University of Sheffield, University of York)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"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":"Detector; Atlas (anatomy); Large Hadron Collider; Top quark; ATLAS experiment; Collision; Atlas detector","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":[0.008227335,0.000833538,0.0008963904,0.001331032,0.0007053653,0.003026121,0.001636785,0.001897817,0.001300267],"category_scores_gemma":[0.01479527,0.0004171942,0.0008312418,0.002417447,0.0008582314,0.001712282,0.001663995,0.00125082,0.001454947],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001136521,"about_ca_system_score_gemma":0.001212864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00769311,"about_ca_topic_score_gemma":0.00638678,"domain_scores_codex":[0.9960437,0.0008609419,0.0002617102,0.001311199,0.001107784,0.000414636],"domain_scores_gemma":[0.990146,0.005116997,0.0007635042,0.002404398,0.001317073,0.0002521731],"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":[0.005760808,0.0002995406,0.1132326,0.000567096,0.000664631,0.0005799145,0.0002910295,0.6299941,0.01868165,0.01024363,0.01313979,0.2065452],"study_design_scores_gemma":[0.0002022472,0.0003868189,0.04165588,0.00009259568,0.0002092529,0.0004728454,0.0001645428,0.8944828,0.04846877,0.006496905,0.007194838,0.00017257],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9158702,0.002349322,0.05672467,0.0008463893,0.0004563009,0.00004298425,0.006356555,0.007567853,0.00978584],"genre_scores_gemma":[0.9613991,0.0002621148,0.02319352,0.0001863367,0.00006108244,0.00001280953,0.0125875,0.0003073298,0.001990325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008227335,"threshold_uncertainty_score":0.04351079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04600434350310898,"score_gpt":0.2927330045715145,"score_spread":0.2467286610684055,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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