{"id":"W4386243321","doi":"10.1007/s41781-023-00111-y","title":"Software Performance of the ATLAS Track Reconstruction for LHC Run 3","year":2024,"lang":"en","type":"article","venue":"Computing and Software for Big Science","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":23,"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; Narodowa Agencja Wymiany Akademickiej; Centre National pour la Recherche Scientifique et Technique; Centre National de la Recherche Scientifique; Israel Science Foundation; Japan Society for the Promotion of Science; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Generalitat Valenciana; Austrian Science Fund; European Regional Development Fund; Bundesministerium für Bildung und Forschung; Ministerstvo Školství, Mládeže a Tělovýchovy; 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; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Ministry of Education, Culture, Sports, Science and Technology; Agence Nationale de la Recherche; National Science Foundation; Alexander von Humboldt-Stiftung; TRIUMF; Compute Canada; Max-Planck-Gesellschaft; Royal Society; Danmarks Grundforskningsfond; British Columbia Knowledge Development Fund; Türkiye Enerji, Nükleer ve Maden Araştırma Kurumu; Agencia Nacional de Investigación y Desarrollo; Generalitat de Catalunya; Canarie; Deutsche Forschungsgemeinschaft; Centres de Recerca de Catalunya; CERN; Leverhulme Trust; Ministerio de Ciencia e Innovación; European Commission","keywords":"Atlas (anatomy); Large Hadron Collider; Track (disk drive); Computer science; Software; Operating system; Geology; Particle physics; Physics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001763702,0.00007275271,0.00009356829,0.00001344057,0.0005096081,0.0000571234,0.0001298677,0.000009947979,0.000001510256],"category_scores_gemma":[0.00003105301,0.00004409472,0.00006059389,0.0002280328,0.0004655025,0.00007788604,0.00008772599,0.00004219088,8.54029e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001084183,"about_ca_system_score_gemma":0.00003857431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007878794,"about_ca_topic_score_gemma":1.460079e-7,"domain_scores_codex":[0.9994072,0.000005009776,0.0001167959,0.0001987665,0.00008712096,0.0001850523],"domain_scores_gemma":[0.9995911,0.0001959416,0.0000337303,0.0000715479,0.0000730934,0.00003464792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001509839,0.00002807478,0.03824747,0.0001042263,0.00001788656,1.846199e-8,0.0006337687,0.0001248143,0.0105098,0.01475201,0.00006412839,0.9355027],"study_design_scores_gemma":[0.0005323465,0.0003553297,0.008829616,0.0006434812,0.00005975357,0.000004958915,0.0006558066,0.1051553,0.7982501,0.08386458,0.001248879,0.0003999304],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9651203,0.0001727009,0.03374514,0.00004851423,0.0006448911,0.0001572683,0.00002924622,0.00003444299,0.00004756207],"genre_scores_gemma":[0.9963187,0.000001239326,0.003411398,0.000006245798,0.0002218025,0.00001318666,0.000001627191,0.000003583673,0.00002223204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9351028,"threshold_uncertainty_score":0.3919545,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01671510539842102,"score_gpt":0.2710956762875599,"score_spread":0.2543805708891388,"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."}}