{"id":"W7011243628","doi":"","title":"Measurements of multijet event isotropies using optimal transport with the ATLAS detector","year":2022,"lang":"en","type":"article","venue":"UCL Discovery (University College London)","topic":"Algorithms and Data Compression","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Social 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; Narodowa Agencja Wymiany Akademickiej; Centre National pour la Recherche Scientifique et Technique; Centre National de la Recherche Scientifique; Israel Science Foundation; Japan Society for the Promotion of Science; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Generalitat Valenciana; Austrian Science Fund; European Regional Development Fund; Bundesministerium für Bildung und Forschung; Ministerstvo Školství, Mládeže a Tělovýchovy; 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; Compute Canada; Max-Planck-Gesellschaft; Royal Society; Danmarks Grundforskningsfond; British Columbia Knowledge Development Fund; Türkiye Enerji, Nükleer ve Maden Araştırma Kurumu; Agencia Nacional de Investigación y Desarrollo; Generalitat de Catalunya; Canarie; Deutsche Forschungsgemeinschaft; Centres de Recerca de Catalunya; CERN; Leverhulme Trust; Ministerio de Ciencia e Innovación; European Commission","keywords":"Detector; Large Hadron Collider; Monte Carlo method; Event reconstruction; Event (particle physics); Atlas (anatomy); Isotropy; Transverse plane","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00017573,0.0001529586,0.000200146,0.0001201352,0.0008516512,0.00002634756,0.001237318,0.00002507092,0.00005185774],"category_scores_gemma":[0.000002566846,0.0001225997,0.0001116478,0.0006374014,0.0000955498,0.001302706,0.0007083304,0.0001723193,0.000001953661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000178848,"about_ca_system_score_gemma":0.0002063531,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000556042,"about_ca_topic_score_gemma":0.0001431586,"domain_scores_codex":[0.9984535,0.0001321029,0.0001199471,0.0003556679,0.0006976388,0.0002411556],"domain_scores_gemma":[0.9991556,0.00004019028,0.0001366634,0.0005378222,0.00007017719,0.00005953451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005218819,0.002831278,0.03970265,0.0002377554,0.001351578,0.002086671,0.01432544,0.8567591,0.03943478,0.02366487,0.007855969,0.006531083],"study_design_scores_gemma":[0.01000603,0.001957048,0.04815141,0.000157151,0.000362477,0.000202957,0.01252653,0.8937556,0.00910223,0.00006864293,0.02213443,0.001575539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6861244,0.00005666191,0.3128482,0.0001887122,0.0001333738,0.0002302228,0.0003144261,0.00003149006,0.00007250075],"genre_scores_gemma":[0.9814454,0.000004309266,0.01747603,0.00004074327,0.00001561701,0.000001644454,0.00001355034,0.000008876375,0.0009938112],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2953721,"threshold_uncertainty_score":0.6550299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01836345605677566,"score_gpt":0.20267398686008,"score_spread":0.1843105308033043,"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."}}