{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002144859,0.001386344,0.00105481,0.001362143,0.0006220586,0.004093859,0.001307799,0.0009898522,0.008238233],"category_scores_gemma":[0.001612945,0.0008019028,0.001066953,0.002436712,0.000313145,0.001344319,0.001864577,0.0007476053,0.001477827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007427637,"about_ca_system_score_gemma":0.001411887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00226177,"about_ca_topic_score_gemma":0.004192138,"domain_scores_codex":[0.9989797,0.0002747855,0.00005818872,0.0001976334,0.0002598369,0.0002297424],"domain_scores_gemma":[0.9992544,0.0001447131,0.0001430197,0.0001573972,0.0001852303,0.0001151288],"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":[0.02821985,0.001096437,0.1094061,0.001453533,0.002265946,0.008418081,0.001276131,0.07455727,0.455582,0.09756101,0.02766204,0.1925016],"study_design_scores_gemma":[0.002099623,0.001065699,0.05048978,0.0002569327,0.001908723,0.003984729,0.0006855828,0.4513052,0.4279657,0.03106824,0.02857909,0.0005907777],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7696864,0.0009913187,0.1848305,0.0007375552,0.0003565699,0.0001061654,0.009822747,0.003529245,0.02993951],"genre_scores_gemma":[0.9402499,0.0002239202,0.05030587,0.000130729,0.00005079828,0.00003488126,0.004822979,0.0003810633,0.003799824],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008238233,"threshold_uncertainty_score":0.02755964,"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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