{"id":"W4280606279","doi":"10.3847/2041-8213/ac6615","title":"Selective Dynamical Imaging of Interferometric Data","year":2022,"lang":"en","type":"article","venue":"The Astrophysical Journal Letters","topic":"Optical measurement and interference techniques","field":"Computer Science","cited_by":31,"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; Astrophysics Division; Office of International Science and Engineering; 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; Institut Périmètre de physique théorique; Agencia Nacional de Investigación y Desarrollo; 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; 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; Radboud Universiteit; National Research Foundation; University of Arizona; Smithsonian Institution; International Max Planck Research School for Environmental, Cellular and Molecular Microbiology; Natural Sciences and Engineering Research Council of Canada; Ministry of Education, Culture, Sports, Science and Technology; John Templeton Foundation; China Scholarship Council; European Southern Observatory; Korea Astronomy and Space Science Institute; Universiteit Leiden; Associated Universities; Space Telescope Science Institute; Compute Canada; Simons Foundation; National Center for Theoretical Sciences; National Institutes of Natural Sciences; Government of Canada; Vetenskapsrådet; U.S. Department of Energy; European Commission; Leverhulme Trust; National Radio Astronomy Observatory; 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; Harvard University; National Aeronautics and Space Administration; Department of Science and Technology, Ministry of Science and Technology, India; Gordon and Betty Moore Foundation; Flatiron Health","keywords":"Interferometry; Computer science; Remote sensing; Artificial intelligence; Physics; Geology; Optics","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":[0.000984278,0.0004805457,0.0003645214,0.001540761,0.0003679591,0.001074737,0.0006838122,0.0005100063,0.001030505],"category_scores_gemma":[0.006549425,0.0002564968,0.0005097895,0.001491444,0.000626221,0.001034448,0.0009488004,0.0004111295,0.0003262196],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004089949,"about_ca_system_score_gemma":0.0003497064,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001890929,"about_ca_topic_score_gemma":0.002713264,"domain_scores_codex":[0.9993201,0.0002168333,0.00004109814,0.0001376077,0.0001774951,0.0001068469],"domain_scores_gemma":[0.9977398,0.0007311933,0.0003247344,0.0006640946,0.0004408783,0.00009933779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009400378,0.0002130657,0.1022443,0.0002204635,0.0003235523,0.0006633103,0.0004570957,0.5848781,0.1220237,0.016267,0.004787123,0.1669822],"study_design_scores_gemma":[0.00002340857,0.0000804236,0.02576757,0.00002042831,0.0000308886,0.0004337045,0.0001689302,0.9351929,0.02679367,0.00881217,0.002638227,0.00003776935],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7186993,0.0003263255,0.2734811,0.0002997172,0.00004779211,0.00005147148,0.001760135,0.00112938,0.004204802],"genre_scores_gemma":[0.94421,0.00007770681,0.05291906,0.0000397128,0.00002517651,0.00001782507,0.002375916,0.00009139881,0.0002431447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001890929,"threshold_uncertainty_score":0.005205452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02817983915038337,"score_gpt":0.2616862368725407,"score_spread":0.2335063977221573,"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."}}