{"id":"W2294488629","doi":"10.1140/epjc/s10052-017-5004-5","title":"Topological cell clustering in the ATLAS calorimeters and its performance in LHC Run 1","year":2017,"lang":"en","type":"article","venue":"The European Physical Journal C","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":471,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; University of British Columbia; York University; TRIUMF; Carleton University; University of Victoria; McGill University; University of Alberta; Université de Montréal; Institute of Particle Physics; University of Toronto","funders":"Nuclear Physics; High Energy Physics; Agencia Nacional de Promoción Científica y Tecnológica; Comisión Nacional de Investigación Científica y Tecnológica; Fundação para a Ciência e a Tecnologia; Deutsches Elektronen-Synchrotron; University of Glasgow; 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; Universidade Federal de São João del-Rei; Technische Universität Dortmund; Nanjing University; Universidade Federal de Juiz de Fora; Harvard University; Università della Calabria; Shanghai Jiao Tong University; Services Fédéraux des Affaires Scientifiques, Techniques et Culturelles; Institut National de Physique Nucléaire et de Physique des Particules; Université de Genève; University of Science and Technology of China; Centre National pour la Recherche Scientifique et Technique; Universidad de Buenos Aires; Akademia Górniczo-Hutnicza im. Stanislawa Staszica; Shota Rustaveli National Science Foundation; Japan Society for the Promotion of Science; National Research Center \"Kurchatov Institute\"; Brookhaven National Laboratory; Max-Planck-Gesellschaft; Centre National de la Recherche Scientifique; Universitatea Transilvania din Brasov; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Institute of High Energy Physics; Fundação de Amparo à Pesquisa do Estado de São Paulo; Chinese Academy of Sciences; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Tsinghua University; Israeli Centers for Research Excellence; Shandong University; General Secretariat for Research and Technology; Austrian Science Fund; Technische Universität Dresden; Shanghai Key Laboratory for Particle Physics and Cosmology; National Natural Science Foundation of China; Scottish Universities Physics Alliance; Universidade Federal do Rio de Janeiro; Ministerstwo Edukacji i Nauki; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Clermont Université; Universität Heidelberg; Danmarks Grundforskningsfond; Israel Science Foundation; Southern Methodist University; Universidad Técnica Federico Santa María; Justus Liebig Universität Gießen; CERN; Pontificia Universidad Católica de Chile","keywords":"Large Hadron Collider; Physics; Atlas (anatomy); Cluster analysis; Calorimeter (particle physics); Hadron; Particle physics; Topology (electrical circuits); ATLAS experiment; SIGNAL (programming language); Nuclear physics; Computer science; Artificial intelligence; Optics","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":[0.001306525,0.0007296,0.0004860571,0.001554772,0.0006411264,0.001549409,0.0009972858,0.0005671278,0.002699426],"category_scores_gemma":[0.003817969,0.0002656357,0.0003116968,0.002710322,0.0004785695,0.0008855467,0.00155607,0.0003866649,0.001444633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008686205,"about_ca_system_score_gemma":0.0007057455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006262625,"about_ca_topic_score_gemma":0.006328484,"domain_scores_codex":[0.9986932,0.0003220213,0.00005591101,0.000271671,0.0004230085,0.0002342614],"domain_scores_gemma":[0.998134,0.0005038898,0.0002350378,0.0003920771,0.0005364382,0.0001987511],"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":[0.007855687,0.0003544185,0.2717398,0.0004081169,0.0004465106,0.0005351902,0.0008505177,0.4180929,0.06123287,0.01459091,0.0161689,0.2077241],"study_design_scores_gemma":[0.0001217374,0.0007868613,0.1041013,0.00005809329,0.0001582814,0.0006531334,0.0006011948,0.7458446,0.1293741,0.005618382,0.01241388,0.0002684999],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9437344,0.0003809998,0.03838155,0.0001395017,0.00009617651,0.00006194031,0.004655833,0.005745575,0.006804001],"genre_scores_gemma":[0.9837604,0.00005456965,0.01021894,0.00002181544,0.00001348199,0.0000257697,0.004723578,0.0002118815,0.0009696696],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006262625,"threshold_uncertainty_score":0.01245236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02663534004679486,"score_gpt":0.2716466513917478,"score_spread":0.2450113113449529,"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."}}