{"id":"W2853905819","doi":"10.1093/mnras/sty3016","title":"A<i>Gaia</i>Data Release 2 catalogue of white dwarfs and a comparison with SDSS","year":2018,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":419,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Planetary Science Division; Horizon 2020; Science Mission Directorate; Science and Technology Facilities Council; Gordon and Betty Moore Foundation; European Research Council; Queen's University Belfast; Seventh Framework Programme; Smithsonian Astrophysical Observatory; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Queen's University; Deutsche Forschungsgemeinschaft; Eötvös Loránd Tudományegyetem; Smithsonian Institution; U.S. Department of Energy; European Commission; Office of Science; Los Alamos National Laboratory; European Space Agency; Alfred P. Sloan Foundation; Johns Hopkins University; Space Telescope Science Institute; Durham University; National Science Foundation; National Aeronautics and Space Administration; National Central University","keywords":"Physics; White dwarf; Astrophysics; Astronomy; Massive compact halo object; Brown dwarf; Stars","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":[0.0009832779,0.0006169169,0.000607569,0.009606653,0.0004244061,0.0008743231,0.0008181519,0.0003087734,0.008177457],"category_scores_gemma":[0.002398363,0.0002548091,0.0006969108,0.008073771,0.0001395094,0.0004645251,0.0008850334,0.000491615,0.01513511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007537981,"about_ca_system_score_gemma":0.001240254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02571828,"about_ca_topic_score_gemma":0.0206177,"domain_scores_codex":[0.9993995,0.0000388083,0.00007205622,0.0001293553,0.0002291113,0.0001311579],"domain_scores_gemma":[0.9973122,0.0001546049,0.0004709558,0.0007269718,0.0009469509,0.0003884255],"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":[0.0007496779,0.0003098426,0.2660699,0.0008429393,0.0002245443,0.0005585683,0.0009981402,0.003070339,0.01976466,0.006413305,0.5735488,0.1274492],"study_design_scores_gemma":[0.00009807939,0.00009310427,0.4689571,0.00009065482,0.00006773997,0.0004240258,0.0001623492,0.002175437,0.002656382,0.0007830717,0.5244468,0.00004509349],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.14177,0.001200168,0.0126101,0.000329049,0.0001785944,0.0006062487,0.8040159,0.007739083,0.03155077],"genre_scores_gemma":[0.04488095,0.0003095143,0.01547084,0.0001860751,0.00006352102,0.0003654114,0.9308155,0.0009259829,0.006982221],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02571828,"threshold_uncertainty_score":0.05113715,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01355492643705794,"score_gpt":0.2206163687652217,"score_spread":0.2070614423281637,"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."}}