{"id":"W4213294014","doi":"10.1093/mnras/stab2411","title":"White dwarf and subdwarf stars in the Sloan Digital Sky Survey Data Release 16","year":2021,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; Nuclear Fuel Cycle and Supply Chain; Nemzeti Kutatási, Fejlesztési és Innovaciós Alap; Horizon 2020 Framework Programme; University of Colorado Boulder; Universidad de Antofagasta; Ministerio de Asuntos Económicos y Transformación Digital, Gobierno de España; Université de Recherche Paris Sciences et Lettres; Barcelona Supercomputing Center; Seventh Framework Programme; Earth and Life Systems Alliance; Université de Bordeaux; University of Portsmouth; New Mexico State University; University of Utah; Fundação de Amparo à Pesquisa do Estado do Rio Grande do Sul; H2020 European Research Council; Pennsylvania State University; Agenzia Spaziale Italiana; Israel Science Foundation; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Universidad Nacional Autónoma de México; Magyar Tudományos Akadémia; College of Natural Resources and Sciences, Humboldt State University; New York University; Narodowe Centrum Nauki; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Ministerio de Educación, Cultura y Deporte; Federación Española de Enfermedades Raras; University of Arizona; University of Tokyo; Centre National d’Etudes Spatiales; Institut sur la Nutrition et les Aliments Fonctionnels; Entomological Society of America; Ohio State University; National Natural Science Foundation of China; Agence Nationale de la Recherche; Belgian Federal Science Policy Office; Science Foundation Ireland; Fundação de Amparo à Pesquisa do Estado de São Paulo; European Commission; Haridus- ja Teadusministeerium; European Science Foundation; University of Virginia; University of Oxford; Institut de Ciències del Cosmos; UK Space Agency; University of Notre Dame; Science and Technology Facilities Council; Nederlandse Onderzoekschool Voor Astronomie; Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung; Ministério da Ciência, Tecnologia e Inovação; American Institute of Physics; Alfred P. Sloan Foundation; University of Washington; European Space Agency; Johns Hopkins University; Javna Agencija za Raziskovalno Dejavnost RS; European Regional Development Fund; Deutsches Zentrum für Luft- und Raumfahrt; Yale University; Vanderbilt University; Ministerio de Economía y Competitividad; Royal Society; Santa Fe Institute","keywords":"Physics; Subdwarf; White dwarf; Sky; Astrophysics; Stars; Astronomy; Blue dwarf","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":[0.000774689,0.0003266662,0.0002889993,0.00278803,0.0002964985,0.0007885438,0.0002583611,0.0001580251,0.002179553],"category_scores_gemma":[0.001597381,0.0001566489,0.0002026684,0.003133982,0.0002016244,0.0003592638,0.0009347706,0.0001660587,0.001205087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004872785,"about_ca_system_score_gemma":0.0006346424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02846488,"about_ca_topic_score_gemma":0.03853905,"domain_scores_codex":[0.9993248,0.0000453707,0.00009957172,0.0001505972,0.000245579,0.0001341272],"domain_scores_gemma":[0.9974272,0.0002012074,0.001040838,0.0003439435,0.0005012855,0.0004855402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001917047,0.00002479271,0.9831178,0.00007657214,0.00006944103,0.0001316473,0.0001202886,0.0004320387,0.001463417,0.0001411599,0.007313313,0.006917865],"study_design_scores_gemma":[0.000008364916,0.00001231613,0.9904266,0.000009452873,0.000011589,0.0000562654,0.00006689077,0.0002589255,0.000487435,0.00002502297,0.008633456,0.000003699081],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8839865,0.000207876,0.0002245009,0.00007276551,0.00002571688,0.00003289516,0.1118154,0.0001170167,0.00351729],"genre_scores_gemma":[0.7046908,0.0001636261,0.0006907257,0.00003734398,0.0000254259,0.00004630085,0.2904378,0.00006873031,0.003839162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02846488,"threshold_uncertainty_score":0.05659842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01793993582080685,"score_gpt":0.2205847305180534,"score_spread":0.2026447946972465,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). 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