{"id":"W4385647372","doi":"10.3204/pubdb-2023-04992","title":"Performance and calibration of quark/gluon-jet taggers using 140 fb$^{-1}$ of $pp$ collisions at $\\sqrt{s} = 13$ TeV with the ATLAS detector","year":2023,"lang":"en","type":"article","venue":"arXiv (Cornell University)","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","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; Agencia Nacional de Investigación y Desarrollo; Narodowa Agencja Wymiany Akademickiej; Centre National pour la Recherche Scientifique et Technique; Centre National de la Recherche Scientifique; Max-Planck-Gesellschaft; Israel Science Foundation; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Austrian Science Fund; European Regional Development Fund; Bundesministerium für Bildung und Forschung; Ministerstvo Školství, Mládeže a Tělovýchovy; Japan Society for the Promotion of Science; Conselho Nacional de Desenvolvimento Científico e Tecnológico; 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; Ministry of Education, Culture, Sports, Science and Technology; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Agence Nationale de la Recherche; Centres de Recerca de Catalunya; CERN; Deutsche Forschungsgemeinschaft; Ministerio de Ciencia e Innovación; European Commission; Danmarks Grundforskningsfond; Alexander von Humboldt-Stiftung; British Columbia Knowledge Development Fund; Türkiye Enerji, Nükleer ve Maden Araştırma Kurumu; National Science Foundation; Compute Canada; Canarie","keywords":"Physics; Atlas detector; Atlas (anatomy); Gluon; Particle physics; Calibration; Jet (fluid); Nuclear physics; Quark; Detector; Quark–gluon plasma; Large Hadron Collider; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002071883,0.0005205832,0.0004654626,0.0007113561,0.000519626,0.001098947,0.0009155571,0.0005491114,0.001223628],"category_scores_gemma":[0.001544048,0.0003720916,0.0003401773,0.001168775,0.0004634232,0.0004969076,0.0006761673,0.0003546975,0.0005816633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007866304,"about_ca_system_score_gemma":0.0005354842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002991118,"about_ca_topic_score_gemma":0.002559877,"domain_scores_codex":[0.999102,0.0001560614,0.00005711569,0.0003232065,0.0002696068,0.00009194568],"domain_scores_gemma":[0.9988438,0.0006341257,0.0001368595,0.0001712632,0.0001462859,0.00006765569],"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":[0.01089764,0.001102929,0.333328,0.0002000974,0.0006804806,0.0005445,0.0005792981,0.1603522,0.3796351,0.004377313,0.001437239,0.1068651],"study_design_scores_gemma":[0.000143466,0.001345705,0.08814286,0.0000115088,0.0001773788,0.0004469036,0.0001152297,0.2679784,0.6388228,0.0008903187,0.001802681,0.0001227724],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976137,0.00008487944,0.0215835,0.00001844618,0.00001460882,0.00002082422,0.0005788876,0.0006517824,0.0009100405],"genre_scores_gemma":[0.9829205,0.00004196013,0.01527455,0.00002654699,0.000003694875,0.00002119423,0.001117077,0.00007713006,0.0005173127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002991118,"threshold_uncertainty_score":0.0109573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03321048616553293,"score_gpt":0.1890532086392099,"score_spread":0.1558427224736769,"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."}}