{"id":"W1907343197","doi":"10.1140/epjc/s10052-014-3023-z","title":"Light-quark and gluon jet discrimination in $$pp$$ p p collisions at $$\\sqrt{s}=7\\mathrm {\\ TeV}$$ s = 7 TeV with the ATLAS detector","year":2014,"lang":"en","type":"article","venue":"The European Physical Journal C","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":121,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; McGill University; Simon Fraser University; York University; TRIUMF; Carleton University; University of Regina; Université de Montréal; University of Victoria; University of Alberta; Institute of Particle Physics; University of Toronto","funders":"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; H. Lundbeck A/S; State Atomic Energy Corporation ROSATOM; Centre National pour la Recherche Scientifique et Technique; Georgian National Science Foundation; Centre National de la Recherche Scientifique; Israel Science Foundation; Israeli Centers for Research Excellence; Joint Institute for Nuclear Research; Lundbeckfonden; Leverhulme Trust; General Secretariat for Research and Technology; Ministry of Education, Culture, Sports, Science and Technology; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Austrian Science Fund; Bundesministerium für Bildung und Forschung; National Science Council; 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; Bundesministerium für Wissenschaft und Forschung; Javna Agencija za Raziskovalno Dejavnost RS; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Ministerstwo Edukacji i Nauki; CERN; Deutsche Forschungsgemeinschaft; Services Fédéraux des Affaires Scientifiques, Techniques et Culturelles; Department of Science and Technology, Ministry of Science and Technology, India; European Commission; National Science Foundation; Alexander von Humboldt-Stiftung; TRIUMF; Max-Planck-Gesellschaft; Royal Society; Comisión Nacional de Investigación Científica y Tecnológica; Danmarks Grundforskningsfond; Türkiye Atom Enerjisi Kurumu","keywords":"Physics; Gluon; Particle physics; Jet (fluid); Large Hadron Collider; Atlas (anatomy); Nuclear physics; Quantum chromodynamics; Quark; Monte Carlo method; Statistics","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":[0.0003646908,0.0001974093,0.0002041585,0.00001416048,0.0006811572,0.0001232021,0.0002414966,0.000007685703,0.00000781055],"category_scores_gemma":[0.00001086294,0.00008670328,0.00008680485,0.0001429649,0.0002506324,0.0001206478,0.0002363975,0.0003190748,0.00009621908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003048849,"about_ca_system_score_gemma":0.000005999019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002537257,"about_ca_topic_score_gemma":0.000003331966,"domain_scores_codex":[0.9986441,0.0004709115,0.000174936,0.0001811299,0.0002354558,0.0002935391],"domain_scores_gemma":[0.999305,0.0002559957,0.0001108283,0.0001780274,0.00003624132,0.0001139298],"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":[0.0007138491,0.00168083,0.01900873,0.00002396661,0.0003832949,0.00002469346,0.01988638,0.0004654814,0.6859226,0.1698526,0.008474305,0.09356333],"study_design_scores_gemma":[0.005218427,0.001968361,0.03131286,0.0003964942,0.0004418035,0.00005808323,0.007677362,0.006004992,0.7075177,0.2254402,0.01251954,0.001444131],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9541043,0.00007255297,0.0002923537,0.002173381,0.00004328347,0.0001233826,0.000004199154,0.00001358346,0.04317296],"genre_scores_gemma":[0.998912,0.000007569406,0.00002077371,0.00001748732,0.0009399109,0.000008856905,0.000001652705,0.00002673854,0.00006505001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09211919,"threshold_uncertainty_score":0.5238979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01003840759551182,"score_gpt":0.2404648436106875,"score_spread":0.2304264360151757,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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