{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001398831,0.0007146091,0.0005927549,0.004113583,0.0005390543,0.0008809579,0.0009314114,0.0004390326,0.02089756],"category_scores_gemma":[0.001810909,0.0002898528,0.0004352093,0.002499473,0.0002222084,0.0008316312,0.001367568,0.0006566626,0.01979252],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005633174,"about_ca_system_score_gemma":0.0008644612,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009393939,"about_ca_topic_score_gemma":0.01136322,"domain_scores_codex":[0.9991781,0.0001405702,0.00003587722,0.0001684418,0.0003238491,0.0001531748],"domain_scores_gemma":[0.998494,0.00009537831,0.000223762,0.0004509451,0.0004639676,0.0002718449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0006163581,0.000122534,0.07645929,0.0003799283,0.0002066976,0.0003843558,0.0002692168,0.001963195,0.007732717,0.006551167,0.7673742,0.1379403],"study_design_scores_gemma":[0.0002497289,0.0001529138,0.2786751,0.0001673603,0.00008495267,0.0005734172,0.0002508406,0.003969262,0.002569152,0.003072735,0.7101421,0.00009237104],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1186545,0.001972159,0.05364935,0.001644894,0.0003945349,0.001054866,0.5532588,0.01526626,0.2541045],"genre_scores_gemma":[0.1397624,0.0007183293,0.05217082,0.0008379503,0.0004179408,0.0007288954,0.7755206,0.001708494,0.02813468],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02089756,"threshold_uncertainty_score":0.06990933,"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."}}