{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002917801,0.0005557595,0.0008255576,0.001246574,0.0007845172,0.002702546,0.001037502,0.0007113653,0.002015538],"category_scores_gemma":[0.003574821,0.0007119651,0.0004922459,0.002407029,0.000862849,0.0009490376,0.001279655,0.0007108201,0.0005650643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001383177,"about_ca_system_score_gemma":0.0006820933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005123374,"about_ca_topic_score_gemma":0.005358419,"domain_scores_codex":[0.9986523,0.0003217687,0.00006836042,0.0003141186,0.0004891114,0.000154401],"domain_scores_gemma":[0.9974131,0.001500578,0.0004398552,0.0002237787,0.0002252236,0.0001975437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.01581474,0.001086383,0.5610666,0.0006335741,0.0007693075,0.004630394,0.001291768,0.2160502,0.1107091,0.03609333,0.00886615,0.04298865],"study_design_scores_gemma":[0.0005257262,0.0008941155,0.2464024,0.00005336801,0.0002704148,0.001432987,0.0004051671,0.6056866,0.1276145,0.01219697,0.004209226,0.0003086227],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876997,0.0002605068,0.00705736,0.0001166616,0.00001900342,0.00002148185,0.001384994,0.0003580728,0.003082199],"genre_scores_gemma":[0.99418,0.00006146193,0.003090774,0.00003443972,0.00001120386,0.00001437084,0.001887544,0.00007791412,0.0006422042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005123374,"threshold_uncertainty_score":0.01543099,"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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