{"id":"W2909641127","doi":"10.48550/arxiv.1811.07949","title":"The environments of radio-loud AGN from the LOFAR Two-Metre Sky Survey (LoTSS)","year":2018,"lang":"en","type":"preprint","venue":"Open Research Online (The Open University)","topic":"Galaxies: Formation, Evolution, Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Brookhaven National Laboratory; Planetary Science Division; Science and Technology Facilities Council; Smithsonian Astrophysical Observatory; Jet Propulsion Laboratory; Office of Science; Max-Planck-Institut für Astronomie; Eötvös Loránd Tudományegyetem; Université d'Orléans; National Central University; Centre National de la Recherche Scientifique; Max-Planck-Gesellschaft; Deutsche Forschungsgemeinschaft; University of California, Los Angeles; University of Portsmouth; University of Hertfordshire; Ministerium für Innovation, Wissenschaft und Forschung des Landes Nordrhein-Westfalen; Commonwealth Scientific and Industrial Research Organisation; Queen's University Belfast; University of Oxford; Durham University; York University; Space Telescope Science Institute; Bundesministerium für Bildung und Forschung; Carnegie Mellon University; Los Alamos National Laboratory; College of Engineering, Michigan State University; University of Washington; Princeton University; Alfred P. Sloan Foundation; Johns Hopkins University; Queen's University; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Harvard University; Observatoire de Paris, Université de Recherche Paris Sciences et Lettres; Ohio State University; Smithsonian Institution; U.S. Department of Energy; California Institute of Technology; National Aeronautics and Space Administration; New Mexico State University; Vanderbilt University; Science Mission Directorate; Yale University; Science Foundation Ireland; National Science Foundation","keywords":"LOFAR; Physics; Astrophysics; Sky; Redshift; Active galactic nucleus; Astronomy; Galaxy; Galaxy cluster; Cluster (spacecraft); Luminosity; Radio galaxy; Population; 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":[0.0008610151,0.0002392255,0.0003001658,0.001999525,0.0002696603,0.000669001,0.0003979313,0.0002753705,0.001957744],"category_scores_gemma":[0.00164929,0.0002693492,0.0002318415,0.001974148,0.0003469331,0.0005655991,0.00120985,0.0002357174,0.0009696388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003475651,"about_ca_system_score_gemma":0.0001977995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0085581,"about_ca_topic_score_gemma":0.01620373,"domain_scores_codex":[0.9994041,0.000133927,0.00004867928,0.0001437312,0.0001213159,0.0001483076],"domain_scores_gemma":[0.9983178,0.0002149818,0.0007453606,0.00031162,0.0001759473,0.0002343646],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001109768,0.00006537791,0.9784241,0.0000548201,0.00008551155,0.0001535362,0.0005098374,0.001351065,0.007386996,0.0004902816,0.003274142,0.008093311],"study_design_scores_gemma":[0.00001020982,0.0000151201,0.996753,0.000006070966,0.00001240211,0.00006770009,0.0001041164,0.0004055084,0.0003323444,0.00007095753,0.002215098,0.000007475018],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912781,0.00009874273,0.000793413,0.00006196843,0.000004253286,0.00001002165,0.005830691,0.00006336063,0.001859457],"genre_scores_gemma":[0.9801133,0.00006757225,0.001150654,0.00004661999,0.00001785606,0.00002340023,0.01787213,0.00004185754,0.000666569],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0085581,"threshold_uncertainty_score":0.01701659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0798683621950891,"score_gpt":0.333709109757662,"score_spread":0.2538407475625729,"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."}}