{"id":"W2892192082","doi":"10.1140/epjc/s10052-019-6847-8","title":"Performance of top-quark and $$\\varvec{W}$$ W -boson tagging with ATLAS in Run 2 of the LHC","year":2019,"lang":"en","type":"article","venue":"The European Physical Journal C","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":100,"is_retracted":false,"has_abstract":true,"ca_institutions":"TRIUMF; Carleton University; Simon Fraser University; University of British Columbia; York University; University of Victoria; McGill University; University of Alberta; Université de Montréal; Institute of Particle Physics; University of Toronto","funders":"European Social Fund; British Columbia Knowledge Development Fund; Fundação para a Ciência e a Tecnologia; Institut National de Physique Nucléaire et de Physique des Particules; Agencia Nacional de Promoción Científica y Tecnológica; Science and Technology Facilities Council; Natural Sciences and Engineering Research Council of Canada; Centre National pour la Recherche Scientifique et Technique; National Research Center \"Kurchatov Institute\"; Centre National de la Recherche Scientifique; Israel Science Foundation; Joint Institute for Nuclear Research; Japan Society for the Promotion of Science; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Austrian Science Fund; U.S. Department of Energy; National Natural Science Foundation of China; Fundação de Amparo à Pesquisa do Estado de São Paulo; H2020 Marie Skłodowska-Curie Actions; Javna Agencija za Raziskovalno Dejavnost RS; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Ministry of Education, Culture, Sports, Science and Technology; Agence Nationale de la Recherche; National Science Foundation; Alexander von Humboldt-Stiftung; TRIUMF; Max-Planck-Gesellschaft; Royal Society; Compute Canada; Services Fédéraux des Affaires Scientifiques, Techniques et Culturelles; Department of Science and Technology, Ministry of Science and Technology, India; Generalitat de Catalunya; European Regional Development Fund; Bundesministerium für Bildung und Forschung; Canarie; Deutsche Forschungsgemeinschaft; Centres de Recerca de Catalunya; Ministerstwo Edukacji i Nauki; CERN; Comisión Nacional de Investigación Científica y Tecnológica; Danmarks Grundforskningsfond; European Commission; General Secretariat for Research and Technology; Leverhulme Trust; Türkiye Atom Enerjisi Kurumu","keywords":"Physics; Particle physics; Large Hadron Collider; Atlas (anatomy); Top quark; Substructure; Boson; Quark; Observable; ATLAS experiment; Hadron; Jet (fluid); Nuclear physics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000178712,0.00009164966,0.0001685859,0.000009124602,0.00008351007,0.00001387209,0.0001805327,0.000003419605,0.00000628697],"category_scores_gemma":[0.000001721478,0.00004222287,0.00006247673,0.0001151904,0.000224238,0.00007542464,0.0001400574,0.0001957511,0.0000119751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005977858,"about_ca_system_score_gemma":0.000007038479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001487895,"about_ca_topic_score_gemma":8.153857e-8,"domain_scores_codex":[0.9993273,0.0001452228,0.0001521631,0.00008077017,0.0001471416,0.0001474261],"domain_scores_gemma":[0.9996374,0.0000617949,0.0001200482,0.0001245037,0.00002366627,0.00003264339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003400336,0.0006467543,0.5230742,0.00004717587,0.0001891559,0.000001942433,0.007354628,0.001437302,0.3908048,0.0503099,0.0001119899,0.02568216],"study_design_scores_gemma":[0.002345004,0.0008920876,0.1691071,0.000599784,0.00009189455,0.00001054379,0.003230574,0.003013379,0.7883121,0.03185545,0.0001586298,0.0003834379],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503456,0.00002610539,0.000008254438,0.0001367142,0.00002842019,0.0000680753,0.000001849608,0.000002136303,0.04938282],"genre_scores_gemma":[0.9997661,0.000003480444,0.00001220473,0.000006556293,0.0001685978,7.922047e-7,1.767677e-7,0.0000101449,0.00003197366],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3975073,"threshold_uncertainty_score":0.1721798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005951469145704805,"score_gpt":0.2180744447958368,"score_spread":0.212122975650132,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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