{"id":"W7133415731","doi":"","title":"Improved reconstruction of highly boosted τ -lepton pairs in the ττ RIGHTWARDS ARROW (μνμντ )(hadrons + ντ ) decay channels with the ATLAS detector","year":2025,"lang":"en","type":"article","venue":"CU Research Publications Repository","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"H2020 Marie Skłodowska-Curie Actions; Institut National de Physique Nucléaire et de Physique des Particules; Agencia Estatal de Investigación; Agencia Nacional de Promoción Científica y Tecnológica; Fundação para a Ciência e a Tecnologia; Japan Society for the Promotion of Science; Narodowa Agencja Wymiany Akademickiej; Forskningsrådet om Hälsa, Arbetsliv och Välfärd; Ministerstvo Školství, Mládeže a Tělovýchovy; National Science and Technology Council; European Social Fund; Royal Society; Centre National pour la Recherche Scientifique et Technique; European Regional Development Fund; British Columbia Knowledge Development Fund; Max-Planck-Gesellschaft; Centre National de la Recherche Scientifique; U.S. Department of Energy; Carl Tryggers Stiftelse för Vetenskaplig Forskning; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; Knut och Alice Wallenbergs Stiftelse; Ministerstwo Edukacji i Nauki; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Bundesministerium für Wissenschaft, Forschung und Wirtschaft; Generalitat de Catalunya; Generalitat Valenciana; Agencia Nacional de Investigación y Desarrollo; UK Research and Innovation; Istituto Nazionale di Fisica Nucleare; Ministero dell'Università e della Ricerca; Grantová Agentura České Republiky; Austrian Science Fund; Natural Sciences and Engineering Research Council of Canada; Ministry of Education, Culture, Sports, Science and Technology; Bundesministerium für Bildung und Forschung; Horizon 2020 Framework Programme; Vetenskapsrådet; 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; Science and Technology Facilities Council; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Deutsche Forschungsgemeinschaft; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Ministry of Science and Technology of the People's Republic of China; Agence Nationale de la Recherche; National Science Foundation; Baden-Württemberg Stiftung; H2020 European Research Council; Norges Forskningsråd; Alexander von Humboldt-Stiftung; TRIUMF; Danmarks Grundforskningsfond; Türkiye Enerji, Nükleer ve Maden Araştırma Kurumu; Canarie; CERN; Centres de Recerca de Catalunya; Ministerio de Ciencia e Innovación","keywords":"Detector; Atlas (anatomy); Atlas detector; Arrow; Arrow of time","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":[0.0006332928,0.0001242413,0.0001577135,0.0001377088,0.000727067,0.0001461756,0.0004757708,0.00003497758,0.00003040256],"category_scores_gemma":[0.00002864443,0.00006884152,0.00007697067,0.001135284,0.0009126207,0.0001810935,0.0001366252,0.0003614072,0.000007688865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007818437,"about_ca_system_score_gemma":0.0001617841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005117327,"about_ca_topic_score_gemma":0.00001755818,"domain_scores_codex":[0.9983885,0.0003944144,0.0002645587,0.0002761644,0.0003176811,0.0003587001],"domain_scores_gemma":[0.998487,0.0004624308,0.00008106684,0.0005568163,0.0003541573,0.0000585512],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001943453,0.001061801,0.0326682,0.00004514854,0.0004167471,0.00000102367,0.003112002,0.00004382051,0.4061031,0.5350273,0.00742237,0.01390423],"study_design_scores_gemma":[0.00059814,0.0001714157,0.008729095,0.00006744995,0.00003047291,0.000002485249,0.006972013,0.001078443,0.9685016,0.009474299,0.004213131,0.0001614953],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9446614,0.0001976781,0.0008458267,0.005597812,0.00009220405,0.0007413574,0.00001121829,0.00003367985,0.04781881],"genre_scores_gemma":[0.9979073,0.000003507462,0.00005899807,0.00001128464,0.0001221159,0.0009335934,0.000009595918,0.000008663925,0.0009449028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5623985,"threshold_uncertainty_score":0.5592085,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02053313288631776,"score_gpt":0.3086094262816672,"score_spread":0.2880762933953495,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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