{"id":"W4414447888","doi":"10.1007/jhep11(2025)041","title":"Inclusive B-meson flavour-tagging algorithm at LHCb","year":2025,"lang":"en","type":"preprint","venue":"Journal of High Energy Physics","topic":"Particle physics theoretical and experimental studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Fundamental Research Funds for the Central Universities; Institut National de Physique Nucléaire et de Physique des Particules; Science and Technology Facilities Council; Australian Research Data Commons; Sorbonne Université; CAS Center for Excellence in Particle Physics; Max Planck Institute for Nuclear Physics; Région Auvergne-Rhône-Alpes; RWTH Aachen University; Financiadora de Estudos e Projetos; Université de Fribourg; Centre National de la Recherche Scientifique; National Academy of Sciences of Ukraine; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; Max-Planck-Gesellschaft; U.S. Department of Energy; National Natural Science Foundation of China; Vetenskapsrådet; Deutsches Elektronen-Synchrotron; Generalitat Valenciana; Albert-Ludwigs-Universität Freiburg; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Conselho Nacional de Desenvolvimento Científico e Tecnológico; H2020 Marie Skłodowska-Curie Actions; Agencia Estatal de Investigación; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Institute of High Energy Physics; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Agence Nationale de la Recherche; CERN; Ministerstwo Edukacji i Nauki; Deutsche Forschungsgemeinschaft; University College Dublin; Ministerul Cercetării, Inovării şi Digitalizării; Nuclear Physics; Institutul National de Cercetare-Dezvoltare pentru Fizica si Inginerie Nucleara 'Horia Hulubei'; Universität Heidelberg; European Commission; Rheinische Friedrich-Wilhelms-Universität Bonn; Université Paris Diderot; Leverhulme Trust; Technische Universität Dortmund; National Science Foundation; UK Research and Innovation; Vrije Universiteit Amsterdam","keywords":"Meson; Large Hadron Collider; Collision; Flavour; Production (economics); Energy (signal processing)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0006841277,0.0007921258,0.0006480572,0.001228127,0.0009405217,0.00222848,0.001578835,0.0009512184,0.02178144],"category_scores_gemma":[0.001359021,0.0006099298,0.0005416633,0.001369287,0.0002831063,0.0010672,0.001625349,0.0007566322,0.01563112],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001206024,"about_ca_system_score_gemma":0.001423893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004639606,"about_ca_topic_score_gemma":0.004820771,"domain_scores_codex":[0.9994236,0.00008030286,0.00003288722,0.0001457726,0.000202123,0.0001152095],"domain_scores_gemma":[0.9996504,0.00007005341,0.00002531161,0.000101423,0.0001234563,0.00002946125],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002965216,0.0003714898,0.01337898,0.0004537433,0.0002030162,0.0006660701,0.0003560752,0.07053403,0.07194193,0.09088697,0.1120215,0.6362209],"study_design_scores_gemma":[0.0002745761,0.0001351148,0.003106844,0.00004782885,0.00004266288,0.0004211316,0.00009237038,0.8297681,0.06275722,0.04855016,0.05471526,0.00008881657],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03512916,0.0002420516,0.9090936,0.0002940021,0.0001194085,0.0003840265,0.004755484,0.03067692,0.01930532],"genre_scores_gemma":[0.1833371,0.000204094,0.7676298,0.0004469658,0.00004227848,0.0007508827,0.01315399,0.003022193,0.03141266],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02178144,"threshold_uncertainty_score":0.0728662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007478152749556656,"score_gpt":0.260505927535816,"score_spread":0.2530277747862593,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}