{"id":"W4409759867","doi":"10.1093/mnras/staf655","title":"Galactic transient sources with the Cherenkov Telescope Array Observatory","year":2025,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Institute of Particle Physics","funders":"Institut National de Physique Nucléaire et de Physique des Particules; Canadian Space Agency; Deutsche Forschungsgemeinschaft; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Bundesministerium für Bildung, Wissenschaft und Forschung; Ministério da Ciência, Tecnologia, Inovações e Comunicações; Generalitat de Catalunya; State Committee of Science; Ministerio de Ciencia e Innovación; Universitetet i Oslo; Max-Planck-Gesellschaft; European Regional Development Fund; Centre National de la Recherche Scientifique; Fundação Carlos Chagas Filho de Amparo à Pesquisa do Estado do Rio de Janeiro; Ministero dell’Istruzione, dell’Università e della Ricerca; Ministère de l'Education Nationale, de l'Enseignement Superieur et de la Recherche; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Science and Technology Facilities Council; Hrvatska Zaklada za Znanost; Japan Society for the Promotion of Science; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Agencia Nacional de Investigación y Desarrollo; Istituto Nazionale di Fisica Nucleare; Sveučilište Josipa Jurja Strossmayera u Osijeku; Iowa State University; Ministerstvo Školství, Mládeže a Tělovýchovy; Natural Sciences and Engineering Research Council of Canada; Ministry of Education, Culture, Sports, Science and Technology; Bundesministerium für Bildung und Forschung; European Commission; Fundação de Amparo à Pesquisa do Estado de São Paulo; University of Adelaide; Royal Swedish Academy of Sciences; Sveučilište u Zagrebu; University of Tokyo; National Research Foundation; University of Oxford; Agencia Estatal de Investigación; Institute for Cosmic Ray Research, University of Tokyo; University of Leicester; Centres de Recerca de Catalunya; Agence Nationale de la Recherche; Comunidad de Madrid; National Science Foundation; Istituto Nazionale di Astrofisica; Durham University; Vetenskapsrådet; Smithsonian Institution; Georgia Institute of Technology","keywords":"Physics; Cherenkov Telescope Array; Observatory; Astronomy; Cherenkov radiation; Transient (computer programming); Astrophysics; Telescope; Optics; Detector","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":[0.0008481079,0.0003383023,0.0002874712,0.002112179,0.0005990347,0.001351345,0.0003563442,0.0004701931,0.002794148],"category_scores_gemma":[0.00147576,0.000254592,0.0003342282,0.00309672,0.0002919156,0.001032171,0.001456843,0.0005665286,0.0004559939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005974954,"about_ca_system_score_gemma":0.0006830583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004981565,"about_ca_topic_score_gemma":0.00675221,"domain_scores_codex":[0.9995684,0.00004750596,0.00002322782,0.0001716531,0.0001036522,0.00008549564],"domain_scores_gemma":[0.9980558,0.0002862799,0.0006035105,0.0003834058,0.0002752101,0.0003958224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007432936,0.0001466587,0.8210632,0.0001960808,0.000237061,0.0005601217,0.000408517,0.002040664,0.06378166,0.004476358,0.005149518,0.1011969],"study_design_scores_gemma":[0.0001333378,0.0003558784,0.9505356,0.00009106987,0.0001496829,0.001285363,0.0002504437,0.0053323,0.01521732,0.00287606,0.02369984,0.00007315548],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9264723,0.003747611,0.02035295,0.001021931,0.000148604,0.0001771663,0.008673456,0.001131237,0.03827474],"genre_scores_gemma":[0.9760154,0.0006839501,0.0164357,0.0001834554,0.0001410847,0.00004971695,0.004538767,0.00005729922,0.001894504],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004981565,"threshold_uncertainty_score":0.009905159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006117950834137304,"score_gpt":0.1885364243638591,"score_spread":0.1824184735297218,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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