{"id":"W4396660682","doi":"10.1038/s41550-024-02266-z","title":"Characterization of the decametre sky at subarcminute resolution","year":2024,"lang":"en","type":"article","venue":"Nature Astronomy","topic":"Radio Astronomy Observations and Technology","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"SLAC National Accelerator Laboratory; Los Alamos National Laboratory; Argonne National Laboratory; Planetary Science Division; High Energy Physics; Division of Astronomical Sciences; Ministério da Ciência, Tecnologia e Inovação; Science and Technology Facilities Council; Science Mission Directorate; Smithsonian Astrophysical Observatory; Lawrence Berkeley National Laboratory; Jet Propulsion Laboratory; Eötvös Loránd Tudományegyetem; Observatoire de Paris, Université de Recherche Paris Sciences et Lettres; Ministerium für Innovation, Wissenschaft und Forschung des Landes Nordrhein-Westfalen; University of Illinois at Urbana-Champaign; Deutsche Forschungsgemeinschaft; Chinese Academy of Sciences; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Université d'Orléans; Centre National de la Recherche Scientifique; Max-Planck-Gesellschaft; Conselho Nacional de Desenvolvimento Científico e Tecnológico; University of Edinburgh; Queen's University; National Central University; Bundesministerium für Bildung und Forschung; Office of Science; Fermilab; Max-Planck-Institut für Astronomie; University of Nottingham; National Aeronautics and Space Administration; University College London; Gordon and Betty Moore Foundation; Queen's University Belfast; University of Cambridge; University of Michigan; National Science Foundation; Science Foundation Ireland; Consejo Superior de Investigaciones Científicas; University of Chicago; National Energy Research Scientific Computing Center; University of Sussex; Space Telescope Science Institute; University of Portsmouth; Johns Hopkins University; Ohio State University; European Commission; California Institute of Technology; Smithsonian Institution; U.S. Department of Energy; Financiadora de Estudos e Projetos; University of Pennsylvania; Istituto Nazionale di Astrofisica; Durham University","keywords":"LOFAR; Physics; Sky; Ionosphere; Astrophysics; Spectral index; Population; Astronomy; Radio spectrum; Ranging; Active galactic nucleus; Galaxy; Radio telescope; Remote sensing; Geology; Spectral line; Geodesy","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008894542,0.0001403498,0.0001447417,0.0001082563,0.0001197876,0.00003287875,0.0002610798,0.0001246536,0.0003395165],"category_scores_gemma":[0.000003213626,0.0001060847,0.0001522396,0.0004565018,0.00009035855,0.0001727588,0.0001131875,0.0004290809,0.00002941236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007603187,"about_ca_system_score_gemma":0.00008867721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002059158,"about_ca_topic_score_gemma":0.000005187794,"domain_scores_codex":[0.9991625,0.00002909186,0.0002279804,0.0002532222,0.0001185975,0.0002086281],"domain_scores_gemma":[0.9994209,0.0000304212,0.0001006161,0.0003661988,0.00005108692,0.00003080528],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002323412,0.0001148124,0.4009305,0.00004148708,0.0002869961,7.878342e-7,0.0001610479,0.0001060415,0.06657277,0.2817402,0.003034369,0.2469878],"study_design_scores_gemma":[0.0003103908,0.00004027309,0.2349766,0.00009954672,0.00008447673,0.000002396898,0.00007556677,0.001114232,0.09084785,0.001263467,0.6709576,0.0002275714],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967526,0.0002039065,0.02708072,0.0009938625,0.0005670846,0.0002685372,0.0001112883,0.0000666664,0.003181923],"genre_scores_gemma":[0.9957256,7.889697e-7,0.002102922,0.00001808291,0.0002877765,0.00004173438,0.0001657184,0.00001788928,0.00163945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6679233,"threshold_uncertainty_score":0.4326007,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003844758656878506,"score_gpt":0.2097303193236212,"score_spread":0.2058855606667427,"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."}}