{"id":"W4414811689","doi":"10.1140/epjc/s10052-025-14748-z","title":"Search for electroweak production of vector-like leptons in $$\\tau $$-lepton and b-jet final states in pp collisions at $$\\sqrt{s}$$ = 13 TeV 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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; York University; University of British Columbia; TRIUMF; Carleton University; University of Toronto; University of Victoria; McGill University; University of Alberta; Université de Montréal; Institute of Particle Physics","funders":"CHIST-ERA; 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; Ministry of Education, Culture, Sports, Science and Technology; Natural Sciences and Engineering Research Council of Canada; Vetenskapsrådet; Horizon 2020 Framework Programme; 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; National Natural Science Foundation of China; European Commission; Leverhulme Trust; Fundação de Amparo à Pesquisa do Estado de São Paulo; 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":"Lepton; Electroweak interaction; Atlas (anatomy); Atlas detector; Large Hadron Collider; Quark; Pair production; Branching fraction; Higgsino","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":[0.0008456043,0.0007139192,0.0005893087,0.001424903,0.0008128161,0.001671126,0.0006741093,0.001064659,0.003998922],"category_scores_gemma":[0.0005133396,0.0006180144,0.0005312777,0.001477493,0.0002447043,0.000453332,0.0007443989,0.0003772898,0.0008454883],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005337694,"about_ca_system_score_gemma":0.0003541016,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001472867,"about_ca_topic_score_gemma":0.001374906,"domain_scores_codex":[0.999621,0.00009906789,0.00001552336,0.00007361187,0.00008781768,0.0001029263],"domain_scores_gemma":[0.9996903,0.0001139052,0.00006048792,0.00002080577,0.00002947383,0.00008505194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008412504,0.001363747,0.4678633,0.0002968874,0.00073657,0.01732792,0.0008078984,0.01285226,0.432597,0.02562597,0.004466235,0.02764983],"study_design_scores_gemma":[0.001174432,0.004338703,0.3336942,0.00005280742,0.0006718367,0.008433666,0.00132383,0.1526378,0.4775857,0.01200201,0.007777905,0.0003072345],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9860634,0.0001784274,0.005723805,0.000121812,0.000007932053,0.0000309375,0.0004728513,0.00019059,0.007210252],"genre_scores_gemma":[0.9970512,0.0000257227,0.001672884,0.00003316425,0.000003391789,0.00001003268,0.0004431758,0.00001259436,0.0007476871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003998922,"threshold_uncertainty_score":0.01337779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01364908900900759,"score_gpt":0.2705678996936046,"score_spread":0.256918810684597,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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