{"id":"W4360820483","doi":"10.1093/mnras/stad904","title":"Multiband optical variability of a newly discovered 12 blazars sample from 2013–2019","year":2023,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Astrophysics and Cosmic Phenomena","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Smithsonian Astrophysical Observatory; University of Colorado Boulder; Office of Science; Max-Planck-Institut für Astronomie; Leibniz-Gemeinschaft; University of Notre Dame; Serbian Academy of Sciences and Arts; Ministério da Ciência, Tecnologia e Inovação; Chinese Academy of Sciences; University of Oxford; York University; Instituto de Astrofísica de Canarias; Carnegie Mellon University; Universidad Nacional Autónoma de México; Alfred P. Sloan Foundation; University of Washington; Johns Hopkins University; Carnegie Institution of Washington; University of Utah; Ohio State University; U.S. Department of Energy; Smithsonian Institution; New Mexico State University; University of Portsmouth; Vanderbilt University; Yale University; Max-Planck-Institut für Astrophysik","keywords":"Physics; Blazar; Astrophysics; Brightness; Magnitude (astronomy); Amplitude; Light curve; Astronomy; Apparent magnitude; Variable star; Stars; Gamma ray; Optics","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":[0.0004379775,0.0003260461,0.0003920244,0.003335665,0.000369821,0.0008338176,0.0002742237,0.0001755029,0.001167875],"category_scores_gemma":[0.0008609511,0.0001726636,0.0003659228,0.001736551,0.0002578975,0.0003385747,0.0005716556,0.000259136,0.0006334081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005220957,"about_ca_system_score_gemma":0.0002650885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01182186,"about_ca_topic_score_gemma":0.0194591,"domain_scores_codex":[0.9995939,0.00002480999,0.00002820941,0.0001261681,0.0001276784,0.00009929069],"domain_scores_gemma":[0.9986615,0.0001011474,0.0006712171,0.0001279182,0.0002291164,0.0002089782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002560165,0.00005721956,0.977823,0.00003451441,0.0001478282,0.0003790182,0.0002760761,0.0002224751,0.008293916,0.00008950324,0.001378813,0.01104155],"study_design_scores_gemma":[0.000001652506,0.00001001865,0.9985062,0.000002990998,0.00001307792,0.0001816159,0.00004280202,0.00008255838,0.0003364815,0.000008575284,0.0008111811,0.000002676117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957349,0.0002417208,0.0003106599,0.00003969763,0.00001030877,0.00001186821,0.002587718,0.00005320678,0.001009905],"genre_scores_gemma":[0.9904649,0.0001110165,0.0004169607,0.00002207799,0.00003153007,0.0000132584,0.008052206,0.00003395332,0.0008540869],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01182186,"threshold_uncertainty_score":0.0235061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007636933941084036,"score_gpt":0.2039144973536866,"score_spread":0.1962775634126026,"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."}}