{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000383328,0.0001146904,0.0001366067,0.000007655953,0.0005112592,0.0001540932,0.0004212217,0.000005686341,0.000004200608],"category_scores_gemma":[0.000007193531,0.00005197932,0.00005121829,0.00004377911,0.0001733377,0.0001432758,0.0002891409,0.0003779308,0.00004039345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001027664,"about_ca_system_score_gemma":0.00000313209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002008906,"about_ca_topic_score_gemma":7.751512e-7,"domain_scores_codex":[0.999139,0.0002458031,0.0001375432,0.0001130474,0.0001188362,0.0002457514],"domain_scores_gemma":[0.9996406,0.00009691021,0.00007533242,0.0001254053,0.00001141829,0.00005028658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0008154042,0.003905651,0.188985,0.00006239587,0.0002114415,0.000323348,0.03873641,0.001244354,0.3703521,0.0845823,0.0008811207,0.3099004],"study_design_scores_gemma":[0.004969081,0.001012638,0.6716334,0.0002696085,0.0001002565,0.00004905257,0.007784908,0.0130997,0.1090857,0.1899819,0.0008031204,0.001210674],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9174475,0.00004972908,0.00001255785,0.0005661034,0.0000506321,0.00006349847,0.000001402862,0.000003074438,0.08180548],"genre_scores_gemma":[0.9991592,0.00001306569,0.00000633393,0.00002855138,0.0007614473,0.000003284542,3.505131e-7,0.000005942538,0.00002184817],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4826484,"threshold_uncertainty_score":0.3932244,"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). 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