{"id":"W4386043989","doi":"10.3204/pubdb-2023-07873","title":"Software Performance of the ATLAS Track Reconstruction for LHC Run 3","year":2023,"lang":"en","type":"article","venue":"DESY (CERN, DESY, Fermilab, IHEP, and SLAC)","topic":"Particle Detector Development and Performance","field":"Physics and Astronomy","cited_by":1,"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":"Large Hadron Collider; Atlas (anatomy); Software; Track (disk drive); Computer science; Reduction (mathematics); Key (lock); ATLAS experiment; Proton; Computational science; Algorithm; Physics; Nuclear physics; Mathematics; Geometry; Operating system; 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":[0.003359067,0.001081208,0.0007507005,0.001165685,0.00060729,0.002251743,0.002503478,0.0006955144,0.007998991],"category_scores_gemma":[0.007755104,0.0007753282,0.0009466941,0.001688206,0.0004548197,0.001474882,0.001220202,0.001146981,0.004287646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001415818,"about_ca_system_score_gemma":0.002045281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01187276,"about_ca_topic_score_gemma":0.004972035,"domain_scores_codex":[0.9970766,0.0003899001,0.0002371067,0.0007179262,0.00134165,0.0002367434],"domain_scores_gemma":[0.9959223,0.001458863,0.0002029611,0.0008963184,0.001307481,0.0002119936],"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":[0.01646495,0.0006572371,0.04941772,0.0007129624,0.001063651,0.001076053,0.001174936,0.1168506,0.1082219,0.007968616,0.1036925,0.5926988],"study_design_scores_gemma":[0.0007687261,0.0006749282,0.02078465,0.00005387459,0.0002846229,0.0005916504,0.000199921,0.727991,0.2008235,0.001598598,0.04590454,0.0003239883],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4367501,0.000722754,0.1186808,0.0004626922,0.0002717319,0.0001811431,0.00768462,0.4171289,0.01811727],"genre_scores_gemma":[0.8181123,0.0003111792,0.1236727,0.0003872514,0.00007443279,0.0002183106,0.0311924,0.01699437,0.009037016],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01187276,"threshold_uncertainty_score":0.02675933,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01983127473886147,"score_gpt":0.2284444672658067,"score_spread":0.2086131925269452,"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."}}