{"id":"W4411730951","doi":"10.1140/epjc/s10052-025-14012-4","title":"Improved reconstruction of highly boosted $$\\tau $$-lepton pairs in the $$\\tau \\tau \\rightarrow (\\mu \\nu _{\\mu }\\nu _{\\tau })(\\text {hadrons}+\\nu _{\\tau })$$ decay channels with the ATLAS detector","year":2025,"lang":"en","type":"article","venue":"The European Physical Journal C","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Particle Physics; Simon Fraser University; York University; University of British Columbia; Carleton University; University of Toronto; University of Victoria; McGill University; University of Alberta; Université de Montréal","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":"Physics; Lepton; Particle physics; Tau neutrino; Nuclear physics; Electron","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001584337,0.0009174144,0.0009267014,0.0007242968,0.0003794236,0.001879294,0.001056051,0.0006761231,0.003689106],"category_scores_gemma":[0.0009499296,0.0004694125,0.0005945063,0.0009180912,0.0002688601,0.0009374084,0.001577309,0.0005738113,0.001299267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005428538,"about_ca_system_score_gemma":0.0008534738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001066506,"about_ca_topic_score_gemma":0.001867417,"domain_scores_codex":[0.9992275,0.0002269534,0.00003932818,0.0001711203,0.0002204078,0.0001147643],"domain_scores_gemma":[0.9995865,0.0001033755,0.00006476738,0.00009633126,0.0000955037,0.0000535015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.007733243,0.000420642,0.02146233,0.0002399454,0.0004071543,0.001911891,0.0004289786,0.04938735,0.6813155,0.03618458,0.006230635,0.1942778],"study_design_scores_gemma":[0.000331548,0.0004049369,0.005704212,0.00001935373,0.0002151376,0.001113216,0.0001006655,0.3560158,0.622297,0.003923282,0.009711222,0.0001636987],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5631427,0.0004768914,0.4180141,0.0002792231,0.000105952,0.00005060012,0.001191274,0.003247751,0.01349155],"genre_scores_gemma":[0.7845247,0.0001683532,0.2054638,0.0001235169,0.00003334257,0.00002837503,0.002080895,0.0003802092,0.007196769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003689106,"threshold_uncertainty_score":0.01234132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008964668337714327,"score_gpt":0.2319882889114324,"score_spread":0.2230236205737181,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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