{"id":"W3084548477","doi":"10.1140/epjc/s10052-021-09054-3","title":"Optimisation of large-radius jet reconstruction for the ATLAS detector in 13 TeV proton–proton collisions","year":2021,"lang":"en","type":"article","venue":"The European Physical Journal C","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; University of British Columbia; TRIUMF; Carleton University; Simon Fraser University; University of Alberta; Université de Montréal; Institute of Particle Physics; University of Victoria; McGill University; University of Toronto","funders":"H2020 Marie Skłodowska-Curie Actions; Institut National de Physique Nucléaire et de Physique des Particules; European Regional Development Fund; Max-Planck-Gesellschaft; Centre National de la Recherche Scientifique; British Columbia Knowledge Development Fund; Fundação para a Ciência e a Tecnologia; Agencia Nacional de Promoción Científica y Tecnológica; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Science and Technology Facilities Council; Bundesministerium für Bildung und Forschung; Ministry of Education, Culture, Sports, Science and Technology; Natural Sciences and Engineering Research Council of Canada; European Social Fund; Royal Society; Centre National pour la Recherche Scientifique et Technique; Japan Society for the Promotion of Science; National Research Center \"Kurchatov Institute\"; Israel Science Foundation; Türkiye Atom Enerjisi Kurumu; Joint Institute for Nuclear Research; Ministerstwo Edukacji i Nauki; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Generalitat de Catalunya; Generalitat Valenciana; Austrian Science Fund; U.S. Department of Energy; National Natural Science Foundation of China; Alexander von Humboldt-Stiftung; Institut de Valorisation des Données; European Commission; Leverhulme Trust; Fundação de Amparo à Pesquisa do Estado de São Paulo; Javna Agencija za Raziskovalno Dejavnost RS; Deutsche Forschungsgemeinschaft; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Agence Nationale de la Recherche; Agencia Nacional de Investigación y Desarrollo; Services Fédéraux des Affaires Scientifiques, Techniques et Culturelles; Department of Science and Technology, Ministry of Science and Technology, India; General Secretariat for Research and Technology; National Science Foundation; Compute Canada; TRIUMF; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS); Canarie; Centres de Recerca de Catalunya; CERN; Danmarks Grundforskningsfond; Ministerio de Ciencia e Innovación","keywords":"Atlas (anatomy); Physics; Large Hadron Collider; Jet (fluid); Particle physics; Detector; Nuclear physics; Atlas detector; RADIUS; Transverse plane; Substructure; ATLAS experiment; Mechanics; Computer science; Optics; Engineering","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":[0.0003603683,0.0001151996,0.0001748787,0.00001191066,0.0003444852,0.0000520585,0.0001663879,0.000007462903,0.00001832817],"category_scores_gemma":[0.0000288975,0.00006182517,0.0001786375,0.0001671735,0.0001509755,0.00009019802,0.00009813767,0.0002268914,0.00001625281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002152984,"about_ca_system_score_gemma":0.00002383154,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009723595,"about_ca_topic_score_gemma":4.557087e-7,"domain_scores_codex":[0.9989754,0.0002994305,0.0002438901,0.0001261708,0.0001427658,0.0002123338],"domain_scores_gemma":[0.9993055,0.0002704936,0.0001353821,0.0001436967,0.00009349384,0.00005137068],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005150805,0.002191841,0.01713047,0.00005853524,0.0005635011,0.00001020903,0.005817384,0.002086024,0.7122086,0.06075234,0.0008357975,0.1978303],"study_design_scores_gemma":[0.001084413,0.0001330035,0.001276199,0.00006977514,0.00005796379,0.000008991925,0.001894425,0.00210114,0.8882458,0.1043886,0.000613603,0.0001261008],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892402,0.00007209589,0.001657407,0.0005170428,0.0001098863,0.0005325022,0.00002484696,0.000006998216,0.007838972],"genre_scores_gemma":[0.9988945,0.00001084015,0.0001214571,0.00001043476,0.0008444322,0.00007436103,0.000002923083,0.00001618494,0.0000249337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1977042,"threshold_uncertainty_score":0.2649537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01844474855958115,"score_gpt":0.2794486788831039,"score_spread":0.2610039303235227,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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