{"id":"W7132152471","doi":"","title":"Improved reconstruction of highly boosted ▫$tau$▫-lepton pairs in the ▫$tautau to (munu_{mu}nu_{tau})$▫(hadrons + ▫$nu_{tau}$▫) decay channels with the ATLAS detector","year":2025,"lang":"en","type":"article","venue":"RUNG","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; Channel (broadcasting); Noise (video); Atlas (anatomy)","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":[0.001103755,0.001187115,0.0009483561,0.0009180676,0.000438947,0.00275811,0.001086119,0.000954512,0.004639007],"category_scores_gemma":[0.0009673402,0.0007224848,0.0006036561,0.001539396,0.00037576,0.001042893,0.0015519,0.0006817043,0.0007624279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008199282,"about_ca_system_score_gemma":0.000966787,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002291798,"about_ca_topic_score_gemma":0.004963057,"domain_scores_codex":[0.999504,0.0001524505,0.00001860263,0.0001227555,0.0001050999,0.00009715566],"domain_scores_gemma":[0.9996247,0.00007285404,0.00007955091,0.00006412525,0.00008615864,0.00007250014],"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":[0.0173416,0.0005381321,0.0763311,0.0008045888,0.001513045,0.005013143,0.001068177,0.08973016,0.5965673,0.05167352,0.01632199,0.1430971],"study_design_scores_gemma":[0.0009263344,0.0007134049,0.04845891,0.00009920418,0.0009620115,0.002470065,0.0005079242,0.5123317,0.4009947,0.01599316,0.0161298,0.0004127916],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8990332,0.0006466929,0.07995924,0.0006661063,0.0001202461,0.00004813058,0.003280906,0.001409941,0.01483554],"genre_scores_gemma":[0.9584738,0.0001365674,0.03581258,0.0001008629,0.00002212321,0.00001977537,0.002110713,0.000183499,0.003140021],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004639007,"threshold_uncertainty_score":0.01551902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007014908738793659,"score_gpt":0.2353261320404177,"score_spread":0.228311223301624,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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