{"id":"W4386528726","doi":"","title":"Electron and photon efficiencies in LHC Run 2 with the ATLAS experiment","year":2024,"lang":"en","type":"preprint","venue":"White Rose Research Online (University of Leeds, The University of Sheffield, University of York)","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"CHIST-ERA; H2020 Marie Skłodowska-Curie Actions; Institut National de Physique Nucléaire et de Physique des Particules; Fundação para a Ciência e a Tecnologia; Ministry of Education, Culture, Sports, Science and Technology; Bundesministerium für Bildung und Forschung; Natural Sciences and Engineering Research Council of Canada; Agencia Nacional de Promoción Científica y Tecnológica; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Science and Technology Facilities Council; Vetenskapsrådet; Horizon 2020 Framework Programme; Narodowa Agencja Wymiany Akademickiej; Banco Bilbao Vizcaya Argentaria; European Regional Development Fund; British Columbia Knowledge Development Fund; Max-Planck-Gesellschaft; Centre National de la Recherche Scientifique; Knut och Alice Wallenbergs Stiftelse; Israel Science Foundation; Japan Society for the Promotion of Science; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Generalitat de Catalunya; Generalitat Valenciana; Agencia Nacional de Investigación y Desarrollo; Istituto Nazionale di Fisica Nucleare; Austrian Science Fund; Ministerstvo Školství, Mládeže a Tělovýchovy; U.S. Department of Energy; 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; European Social Fund; Centre National pour la Recherche Scientifique et Technique; Royal Society; National Science Foundation; Norges Forskningsråd; Fundación BBVA; Baden-Württemberg Stiftung; Alexander von Humboldt-Stiftung; TRIUMF; Danmarks Grundforskningsfond; Türkiye Enerji, Nükleer ve Maden Araştırma Kurumu; Canarie; CERN; HORIZON EUROPE Marie Sklodowska-Curie Actions; Centres de Recerca de Catalunya; Ministerio de Ciencia e Innovación","keywords":"Large Hadron Collider; Atlas (anatomy); Photon; Electron; Physics; ATLAS experiment; Identification (biology); Nuclear physics; Luminosity; Photon energy; Subtraction; Particle physics; Optics; Mathematics; Astrophysics; Geology","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":[0.003258612,0.001404961,0.00107577,0.001716619,0.001459235,0.002853777,0.001604797,0.001309213,0.008184952],"category_scores_gemma":[0.002898434,0.0009490403,0.001323825,0.002700334,0.000675648,0.00138969,0.001740613,0.0009747592,0.001989192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002114449,"about_ca_system_score_gemma":0.001019752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01654304,"about_ca_topic_score_gemma":0.03965933,"domain_scores_codex":[0.9974753,0.0007051138,0.00007108783,0.0006503526,0.0004937309,0.0006044263],"domain_scores_gemma":[0.996714,0.001416942,0.0002839341,0.0006242742,0.0005399881,0.0004207859],"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":[0.09700493,0.002763813,0.3720016,0.001764179,0.003582608,0.005325887,0.007876751,0.1243382,0.1060659,0.03752327,0.1744693,0.06728365],"study_design_scores_gemma":[0.003347719,0.00245156,0.7598243,0.0002076646,0.001376208,0.001329032,0.001535229,0.07098268,0.1040374,0.01380384,0.04007666,0.001027684],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9385002,0.0006290666,0.002458758,0.0005074316,0.0001107987,0.00005662522,0.02104617,0.002839599,0.03385139],"genre_scores_gemma":[0.9788766,0.00006970242,0.001051038,0.0001669182,0.00007458384,0.00005678078,0.0131799,0.0008007499,0.005723764],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01654304,"threshold_uncertainty_score":0.03289348,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02458648910608194,"score_gpt":0.2517537358982074,"score_spread":0.2271672467921254,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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