{"id":"W4280640520","doi":"10.3847/2041-8213/ac65eb","title":"A Universal Power-law Prescription for Variability from Synthetic Images of Black Hole Accretion Flows","year":2022,"lang":"en","type":"article","venue":"The Astrophysical Journal Letters","topic":"Astrophysical Phenomena and Observations","field":"Physics and Astronomy","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute for Theoretical Astrophysics; Canadian Institute for Advanced Research; McGill University; University of Toronto; Perimeter Institute; University of Waterloo","funders":"Los Alamos National Laboratory; Oak Ridge National Laboratory; Astrophysics Division; National Key Research and Development Program of China; Japan Society for the Promotion of Science; Physics Division, National Center for Theoretical Sciences; National Nuclear Security Administration; Toray Science Foundation; East Asian Core Observatories Association; Institut Périmètre de physique théorique; Agencia Nacional de Investigación y Desarrollo; Ministry of Science and ICT, South Korea; Istituto Nazionale di Fisica Nucleare; Academy of Finland; Max-Planck-Gesellschaft; Centre National de la Recherche Scientifique; Ministry of Education, India; National Natural Science Foundation of China; National Research Foundation of Korea; Ministerio de Ciencia, Innovación y Universidades; Nuclear Safety and Security Commission; Generalitat Valenciana; National Science Foundation; China Postdoctoral Science Foundation; Instituto de Astrofísica de Andalucía; Deutsche Forschungsgemeinschaft; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Chinese Academy of Sciences; Recruitment Program of Global Experts; Shanghai Jiao Tong University; Academia Sinica; Junta de Andalucía; Universiteit van Amsterdam; Natural Sciences and Engineering Research Council of Canada; European Southern Observatory; China Scholarship Council; Ministry of Education, Culture, Sports, Science and Technology; Radboud Universiteit; University of Pretoria; National Research Foundation; National Institutes of Natural Sciences; Government of Canada; Compute Canada; Office of Science; Simons Foundation; Joint Institute for Computational Fundamental Science; University of Arizona; Smithsonian Institution; International Max Planck Research School for Environmental, Cellular and Molecular Microbiology; Vetenskapsrådet; U.S. Department of Energy; European Commission; Leverhulme Trust; National Radio Astronomy Observatory; Universidad Nacional Autónoma de México; Korea Astronomy and Space Science Institute; Universiteit Leiden; Associated Universities; Space Telescope Science Institute; National Center for Theoretical Sciences; National Astronomical Observatory of Japan; Dirección General de Asuntos del Personal Académico, Universidad Nacional Autónoma de México; Ministerio de Ciencia e Innovación; Consejo Nacional de Ciencia y Tecnología; Consejo Superior de Investigaciones Científicas; University of Chicago; National Aeronautics and Space Administration; Flatiron Health","keywords":"Physics; Supermassive black hole; Spectral density; Astrophysics; Power law; Black hole (networking); Statistical physics; Accretion (finance); Event horizon; Computational physics; Galaxy; Event (particle physics); Statistics","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":[0.0007652307,0.0002554525,0.0001745432,0.0006149834,0.0002887785,0.0008111534,0.0005425026,0.0004181859,0.0009628356],"category_scores_gemma":[0.005754542,0.0002305263,0.0004512173,0.0002501498,0.0005475871,0.0005822537,0.0004393369,0.0004354792,0.00009602821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005335494,"about_ca_system_score_gemma":0.0002415658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002503351,"about_ca_topic_score_gemma":0.001620503,"domain_scores_codex":[0.9998589,0.00003807027,0.000008906324,0.00003187844,0.00004011798,0.00002210323],"domain_scores_gemma":[0.9991562,0.0004058424,0.0001396192,0.0001556899,0.0000878844,0.00005471964],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008522215,0.0000398224,0.01643935,0.00005417933,0.00005127219,0.0003464586,0.0001801356,0.8948557,0.02132085,0.05315482,0.0007862864,0.0126859],"study_design_scores_gemma":[0.00000629511,0.00001153506,0.003812693,0.000005475424,0.000002772414,0.00006196666,0.00001222581,0.9893675,0.001218287,0.00527046,0.0002231863,0.000007565011],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7038648,0.0001040028,0.2885506,0.0003188305,0.0000326552,0.00009474344,0.0004956613,0.0007234366,0.005815288],"genre_scores_gemma":[0.9882881,0.00003580455,0.01104005,0.0000296511,0.00001078566,0.00002297291,0.0001688485,0.00007924934,0.0003245673],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002503351,"threshold_uncertainty_score":0.004977524,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008697472044884908,"score_gpt":0.2092522966437052,"score_spread":0.2005548245988203,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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