{"id":"W2737077403","doi":"10.1051/0004-6361/201833564","title":"The LOFAR Two-metre Sky Survey","year":2018,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Gamma-ray bursts and supernovae","field":"Physics and Astronomy","cited_by":167,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Planetary Science Division; Science and Technology Facilities Council; Science Mission Directorate; Smithsonian Astrophysical Observatory; Jet Propulsion Laboratory; Eötvös Loránd Tudományegyetem; National Central University; Centre National de la Recherche Scientifique; Max-Planck-Gesellschaft; Queen's University; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Forschungszentrum Jülich; Irish Research Council; Deutsche Forschungsgemeinschaft; National Science Foundation; Science Foundation Ireland; Observatoire de Paris, Université de Recherche Paris Sciences et Lettres; National Research Foundation; University of California, Los Angeles; University of Hertfordshire; Ministerium für Innovation, Wissenschaft und Forschung des Landes Nordrhein-Westfalen; Commonwealth Scientific and Industrial Research Organisation; Gordon and Betty Moore Foundation; Queen's University Belfast; Bundesministerium für Bildung und Forschung; Max-Planck-Institut für Astronomie; University of Edinburgh; University of Oxford; Université d'Orléans; Leverhulme Trust; Durham University; Smithsonian Institution; Los Alamos National Laboratory; Johns Hopkins University; Alfred P. Sloan Foundation; Hintze Family Charitable Foundation; Space Telescope Science Institute; European Commission; California Institute of Technology; National Aeronautics and Space Administration","keywords":"LOFAR; Sky; Remote sensing; Identification (biology); Computer science; Astronomy; Radio telescope; Physics; Geography","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":[0.0002232463,0.0002616789,0.000222992,0.00002647896,0.0007740937,0.0002367554,0.0002858437,0.00002575309,0.0001900049],"category_scores_gemma":[0.000003540364,0.0001894282,0.000102566,0.0001821987,0.0003730452,0.0001993203,0.0001474634,0.0002198491,0.0001835703],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001188799,"about_ca_system_score_gemma":0.00005907192,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000669333,"about_ca_topic_score_gemma":0.00004659187,"domain_scores_codex":[0.9986522,0.00008361246,0.0002403683,0.0003447503,0.0001556471,0.0005234772],"domain_scores_gemma":[0.9991065,0.0001226912,0.00009610152,0.0003944759,0.0001339187,0.0001462972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002598997,0.0000540244,0.3898998,0.000001131874,0.00009000014,3.72977e-7,0.00009034589,0.000007467081,0.0001509428,0.00546731,0.0007450448,0.6034675],"study_design_scores_gemma":[0.001442313,0.0003816259,0.4604388,0.00002124749,0.00006243077,0.000001460996,0.001227624,0.0001388348,0.002785618,0.001574614,0.5313418,0.00058364],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8952217,0.00005486479,0.09908715,0.000137611,0.0002670907,0.000149856,0.00008480233,0.00002908086,0.004967887],"genre_scores_gemma":[0.9918355,0.00000228178,0.00571047,0.00002938739,0.001464525,0.00001468903,0.00006767891,0.00002903784,0.0008463953],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6028839,"threshold_uncertainty_score":0.7724657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01061210402139438,"score_gpt":0.2298740216388685,"score_spread":0.2192619176174742,"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."}}