{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002026213,0.0002010055,0.0002424746,0.00005781886,0.0004022686,0.00005319422,0.0002094729,0.00006985278,0.0001781286],"category_scores_gemma":[0.00001187019,0.0001465821,0.000127142,0.0003352498,0.0001090556,0.0002375933,0.000076907,0.0001384489,0.00005287704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002188737,"about_ca_system_score_gemma":0.0000479812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003732359,"about_ca_topic_score_gemma":0.00001610237,"domain_scores_codex":[0.9988431,0.00002622988,0.0003236565,0.0002718724,0.0001668444,0.000368257],"domain_scores_gemma":[0.9993804,0.00008292111,0.0001471707,0.0002251754,0.00008369954,0.00008060585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001201804,0.00003606254,0.7134191,0.0001204197,0.00007839357,4.643948e-7,0.0005653534,0.00005651092,0.005387594,0.0002832722,0.001186985,0.2787457],"study_design_scores_gemma":[0.002073741,0.0002087611,0.7996417,0.0002180854,0.0001075741,0.00001928414,0.0003870171,0.01473795,0.1569731,0.002010858,0.02291546,0.0007065231],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980999,0.00007240258,0.00009868854,0.00007840752,0.0004859102,0.0003345561,0.00008088877,0.00008057708,0.0006686377],"genre_scores_gemma":[0.9980258,0.00006966668,0.0002453112,0.00002799537,0.0002532484,0.0000435417,0.00005142949,0.00002286195,0.001260161],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2780392,"threshold_uncertainty_score":0.5977445,"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."}}