{"id":"W2956369515","doi":"10.1093/mnras/stz1901","title":"Revisiting the Fanaroff–Riley dichotomy and radio-galaxy morphology with the LOFAR Two-Metre Sky Survey (LoTSS)","year":2019,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":212,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Los Alamos National Laboratory; DST-NRF Centre Of Excellence In Tree Health Biotechnology; Science Mission Directorate; Smithsonian Astrophysical Observatory; College of Engineering, Michigan State University; Lawrence Berkeley National Laboratory; Jet Propulsion Laboratory; Max-Planck-Institut für Astronomie; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Université d'Orléans; Oxford University Press; Bundesministerium für Bildung und Forschung; National Central University; Brookhaven National Laboratory; European Research Council; Max-Planck-Gesellschaft; Centre National de la Recherche Scientifique; Observatoire de Paris, Université de Recherche Paris Sciences et Lettres; Carle Foundation Hospital; Ministerium für Innovation, Wissenschaft und Forschung des Landes Nordrhein-Westfalen; Eötvös Loránd Tudományegyetem; Commonwealth Scientific and Industrial Research Organisation; Queen's University Belfast; Queen's University; University of Hertfordshire; University of Edinburgh; Istituto Nazionale di Astrofisica; Durham University; Science and Technology Facilities Council; York University; Space Telescope Science Institute; University of Utah; New Mexico State University; University of Portsmouth; University of Hawai'i; University of Oxford; Pennsylvania State University; Planetary Science Division; Gauss Centre for Supercomputing; University of Virginia; Seventh Framework Programme; University of Maryland; Carnegie Mellon University; Irish Research Council; University of Tokyo; University of Arizona; University of California, Los Angeles; University of Washington; Princeton University; Alfred P. Sloan Foundation; Johns Hopkins University; Harvard University; European Commission; Office of Science; University of Florida; Ohio State University; New York University; Science Foundation Ireland; University of California; Yale University; U.S. Department of Energy; Smithsonian Institution; National Aeronautics and Space Administration; California Institute of Technology; Vanderbilt University; National Science Foundation","keywords":"Physics; LOFAR; Astrophysics; Sky; Galaxy; Luminosity; Radio galaxy; Population; Astronomy; Active galactic nucleus; Galaxy cluster; Radio telescope","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":[0.0008485957,0.000168985,0.0002186816,0.003145288,0.0002682265,0.0006648587,0.000413206,0.0002093744,0.001815587],"category_scores_gemma":[0.001606876,0.0001295143,0.0002226349,0.001169908,0.000476949,0.000521923,0.0009002687,0.0002118702,0.0004288942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002619242,"about_ca_system_score_gemma":0.0001069529,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009076426,"about_ca_topic_score_gemma":0.02173628,"domain_scores_codex":[0.9996159,0.00007289523,0.0000320924,0.0001281766,0.00007512108,0.00007582797],"domain_scores_gemma":[0.998555,0.000212481,0.0006536132,0.0002292749,0.0001551455,0.000194446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004775549,0.000007579791,0.9947352,0.000006520257,0.0000317009,0.00004472339,0.0001238787,0.00005283884,0.001629264,0.00009035493,0.0002796647,0.00295044],"study_design_scores_gemma":[0.000001855833,0.000008159422,0.9995395,0.000002834031,0.000004318217,0.0000369861,0.00006116369,0.00008051433,0.00006604208,0.00001842676,0.0001789258,0.000001319002],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997973,0.0001188989,0.0002938682,0.00003634868,0.000002190177,0.000004097694,0.0007380919,0.00001141924,0.0008221373],"genre_scores_gemma":[0.9984227,0.0000271702,0.0002811156,0.00002116213,0.000006654789,0.000003359995,0.001102259,0.000005059525,0.0001304005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009076426,"threshold_uncertainty_score":0.01804715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005609715103840634,"score_gpt":0.1943510532786674,"score_spread":0.1887413381748267,"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."}}