{"id":"W2269829830","doi":"10.1088/1748-0221/11/04/p04008","title":"Performance of<i>b</i>-jet identification in the ATLAS experiment","year":2016,"lang":"en","type":"article","venue":"Journal of Instrumentation","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":392,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"H2020 Marie Skłodowska-Curie Actions; Institut National de Physique Nucléaire et de Physique des Particules; Fundação para a Ciência e a Tecnologia; Agencia Nacional de Promoción Científica y Tecnológica; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; 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; Department of Science and Technology, Ministry of Science and Technology, India; H. Lundbeck A/S; Fondation Partager le Savoir; European Social Fund; Centre National pour la Recherche Scientifique et Technique; Georgian National Science Foundation; Japan Society for the Promotion of Science; National Research Center \"Kurchatov Institute\"; British Columbia Knowledge Development Fund; Centre National de la Recherche Scientifique; Max-Planck-Gesellschaft; Israel Science Foundation; U.S. Department of Energy; Israeli Centers for Research Excellence; Comisión Nacional de Investigación Científica y Tecnológica; Türkiye Atom Enerjisi Kurumu; Joint Institute for Nuclear Research; Ministerstwo Edukacji i Nauki; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Fonds Québécois de la Recherche sur la Nature et les Technologies; Austrian Science Fund; Ontario Innovation Trust; National Natural Science Foundation of China; European Commission; Leverhulme Trust; Fundação de Amparo à Pesquisa do Estado de São Paulo; Javna Agencija za Raziskovalno Dejavnost RS; Deutsche Forschungsgemeinschaft; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Agence Nationale de la Recherche; Services Fédéraux des Affaires Scientifiques, Techniques et Culturelles; General Secretariat for Research and Technology; National Science Foundation; Lundbeckfonden; Compute Canada; Alexander von Humboldt-Stiftung; TRIUMF; Departamento Administrativo de Ciencia, Tecnología e Innovación (COLCIENCIAS); CERN; Danmarks Grundforskningsfond; Canarie","keywords":"Physics; Large Hadron Collider; Calibration; Particle physics; Jet (fluid); Atlas (anatomy); Hadron; Vertex (graph theory); Nuclear physics; Identification (biology); ATLAS experiment; Algorithm; Computer science; Theoretical computer science; Mechanics","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":[0.00276051,0.0007570584,0.0007058881,0.001045621,0.0008044994,0.0028987,0.0009383315,0.00100398,0.004860119],"category_scores_gemma":[0.003794088,0.0002956694,0.0003542448,0.001312462,0.000442891,0.001204686,0.001434735,0.0005486926,0.002724687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000813083,"about_ca_system_score_gemma":0.000684457,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004425222,"about_ca_topic_score_gemma":0.002867765,"domain_scores_codex":[0.9974487,0.0004743543,0.0001475781,0.0006930985,0.0008359028,0.0004002714],"domain_scores_gemma":[0.9977289,0.0009461393,0.0002437576,0.0003007058,0.0005211144,0.000259521],"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":[0.04808438,0.001107328,0.1787509,0.0009457805,0.0009945289,0.00175436,0.001039803,0.07467391,0.3678204,0.01245828,0.03993944,0.2724311],"study_design_scores_gemma":[0.0007022237,0.004045482,0.1730961,0.0001006049,0.000449728,0.001320752,0.0005610578,0.2349776,0.5566362,0.002838906,0.02470179,0.0005695737],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8828695,0.0009070738,0.04543723,0.0004470411,0.0002775018,0.00009819642,0.006933664,0.02473234,0.03829744],"genre_scores_gemma":[0.9778907,0.0001063472,0.01025193,0.0001640228,0.00003728143,0.00002821613,0.006006618,0.0008888384,0.004626015],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004860119,"threshold_uncertainty_score":0.01625878,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01224646041363898,"score_gpt":0.2740564618062807,"score_spread":0.2618100013926418,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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