{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002512478,0.0002619199,0.0003352597,0.00006731402,0.0002984428,0.00006473719,0.000348633,0.00004271122,0.0000536986],"category_scores_gemma":[0.000009365802,0.0001525295,0.0001315989,0.0006380229,0.0002797248,0.0001169793,0.0001640962,0.0002293838,0.00002161758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000605007,"about_ca_system_score_gemma":0.00004729646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007426547,"about_ca_topic_score_gemma":0.0000519858,"domain_scores_codex":[0.9985603,0.0001376044,0.0003327197,0.0003325014,0.0001937773,0.0004431098],"domain_scores_gemma":[0.9991226,0.0002497758,0.0001135696,0.0003813699,0.00006300337,0.00006963707],"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":[0.000589693,0.0005622815,0.01774661,0.00005250203,0.0005374385,0.000002540517,0.006881632,0.0003212893,0.8232296,0.1197842,0.001062142,0.02923005],"study_design_scores_gemma":[0.001219083,0.0003185954,0.008052927,0.000162726,0.0001060319,0.00000161498,0.008351228,0.0008984912,0.9749062,0.004808629,0.0008289508,0.0003454881],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927725,0.00015876,0.0006690627,0.002075439,0.0002055497,0.0006438402,0.00002531309,0.00003196087,0.003417541],"genre_scores_gemma":[0.9992267,0.000004314001,0.0001074812,0.0001089096,0.0001506412,0.0002310217,0.000007698773,0.00001824438,0.000144993],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1516766,"threshold_uncertainty_score":0.6219973,"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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