{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003072011,0.0001882182,0.0002956331,0.001125415,0.0002903936,0.0007486052,0.0002641527,0.0003197149,0.00231347],"category_scores_gemma":[0.0004345195,0.0002838842,0.0002764796,0.0007367433,0.0001025804,0.000319586,0.000439209,0.0004035767,0.0006826779],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002546767,"about_ca_system_score_gemma":0.0003418881,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004170405,"about_ca_topic_score_gemma":0.01411951,"domain_scores_codex":[0.9998205,0.00001296121,0.000007341353,0.00004219297,0.00007432386,0.00004254852],"domain_scores_gemma":[0.9995593,0.00005433078,0.00006310565,0.00007541126,0.0001628952,0.00008486288],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007109452,0.000286385,0.4096059,0.0003033237,0.0003303262,0.001021519,0.0005386889,0.006631166,0.491809,0.002669758,0.01104777,0.07504506],"study_design_scores_gemma":[0.00001221086,0.00005361526,0.9825883,0.00001080781,0.00002527396,0.0003770602,0.00009007186,0.003672851,0.004795601,0.0001534366,0.008210669,0.00001005112],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9514844,0.001075948,0.007920741,0.0004992586,0.00009160585,0.00006121488,0.007829065,0.0005659062,0.03047182],"genre_scores_gemma":[0.9698619,0.0004307285,0.01364253,0.0003857665,0.00007156702,0.00003750085,0.01084929,0.0001632017,0.004557461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004170405,"threshold_uncertainty_score":0.008292258,"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."}}