{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00105269,0.0008813299,0.0004554717,0.0005298564,0.0003599555,0.0009982502,0.0006307687,0.0006600454,0.00170192],"category_scores_gemma":[0.001765348,0.0002884772,0.0003617788,0.0007237663,0.0003847129,0.0006723208,0.0006705234,0.0004750922,0.001076135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006089212,"about_ca_system_score_gemma":0.0007225524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03015187,"about_ca_topic_score_gemma":0.03778247,"domain_scores_codex":[0.9995286,0.00008336811,0.00002405585,0.0001868705,0.00007089339,0.0001062138],"domain_scores_gemma":[0.999196,0.000407153,0.00004364152,0.0001059401,0.0001568836,0.00009043224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01152037,0.0008408646,0.2736086,0.0003335653,0.001133675,0.0008482572,0.0006676107,0.3808818,0.05246523,0.00217388,0.02983278,0.2456934],"study_design_scores_gemma":[0.0001362281,0.0006527505,0.1423035,0.00002992783,0.0001578388,0.0002304173,0.0003563235,0.8004561,0.04930465,0.001282164,0.004966242,0.0001238782],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9830325,0.0002287854,0.005062109,0.0001119174,0.0000662158,0.00001129817,0.003820304,0.005154244,0.002512747],"genre_scores_gemma":[0.9757733,0.00005481824,0.004706179,0.00008012373,0.00001402292,0.00001225923,0.01681441,0.0002079126,0.002336932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03015187,"threshold_uncertainty_score":0.05995274,"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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