{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003391838,0.001559036,0.000916729,0.001177852,0.0008096533,0.002281562,0.003005436,0.0009009998,0.007916423],"category_scores_gemma":[0.007683244,0.0008849044,0.00106209,0.001716083,0.0005581526,0.001443408,0.00136074,0.0014874,0.003751027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001548916,"about_ca_system_score_gemma":0.002184842,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01994488,"about_ca_topic_score_gemma":0.007960025,"domain_scores_codex":[0.9967579,0.0006085932,0.0002986661,0.0007946762,0.001267018,0.0002730349],"domain_scores_gemma":[0.9944339,0.002327633,0.0002399793,0.001090572,0.001610514,0.000297354],"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":[0.01927413,0.001136595,0.04224364,0.0007197805,0.001333207,0.001257269,0.001193283,0.2505789,0.08543789,0.007039902,0.08987601,0.4999094],"study_design_scores_gemma":[0.0004300016,0.0004304585,0.00749993,0.00003015928,0.0001461997,0.0001817643,0.0001589714,0.8848547,0.09416976,0.0007252966,0.01120746,0.0001653406],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.4831267,0.0005898076,0.1067843,0.0004340562,0.0002893195,0.0001748057,0.004848744,0.3914907,0.01226146],"genre_scores_gemma":[0.8647807,0.0001860241,0.09617438,0.000348034,0.00005769367,0.0001636367,0.01756049,0.01411491,0.006614111],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01994488,"threshold_uncertainty_score":0.03965759,"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."}}