{"id":"W3213564123","doi":"10.1051/0004-6361/202141746","title":"J-PLUS: Spectral evolution of white dwarfs by PDF analysis","year":2021,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Science and Technology Facilities Council; University of Colorado Boulder; Instituto de Astrofísica de Canarias; Office of Science; Max-Planck-Institut für Astronomie; Max-Planck-Institut für Astrophysik; Universidad Nacional Autónoma de México; Lawrence Berkeley National Laboratory; Institut de Ciències del Cosmos; Financiadora de Estudos e Projetos; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Ministerio de Economía y Competitividad; Brookhaven National Laboratory; Ministério da Ciência, Tecnologia e Inovação; Fundação de Amparo à Pesquisa do Estado de São Paulo; European Commission; University of Oxford; York University; Leverhulme Trust; Jiangsu Association for Science and Technology; Carnegie Institution for Science; Ministerio de Ciencia, Innovación y Universidades; Carnegie Mellon University; Leibniz-Gemeinschaft; University of Notre Dame; University of Arizona; College of Engineering, Michigan State University; Princeton University; University of Washington; European Space Agency; Alfred P. Sloan Foundation; Johns Hopkins University; Carnegie Institution of Washington; University of Utah; Harvard University; Universitat de Barcelona; Ohio State University; U.S. Department of Energy; Smithsonian Institution; National Science Foundation; New Mexico State University; University of Portsmouth; Vanderbilt University; Agencia Estatal de Investigación; Yale University","keywords":"Physics; White dwarf; Astrophysics; Stellar classification; Spectral analysis; Astronomy; Stellar evolution; Stars; Spectroscopy","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":[0.001854608,0.0005848734,0.0003586414,0.002940746,0.0002630625,0.0009075773,0.0006385536,0.0002427322,0.002301731],"category_scores_gemma":[0.004026846,0.0002113708,0.0008630904,0.001316501,0.0001916903,0.0006349537,0.0004745086,0.0002298773,0.0008012624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004511616,"about_ca_system_score_gemma":0.0003642967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00886889,"about_ca_topic_score_gemma":0.005778707,"domain_scores_codex":[0.9996421,0.00007041924,0.00002732056,0.0001385103,0.0000765133,0.00004509118],"domain_scores_gemma":[0.9982312,0.0006113402,0.0004377188,0.0003162442,0.0002808682,0.0001227374],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004943187,0.0001381369,0.7075638,0.0002808212,0.0006595184,0.0004554259,0.0003148423,0.1224924,0.01641609,0.005664208,0.01117408,0.1343463],"study_design_scores_gemma":[0.00003579841,0.00006628659,0.4556229,0.00002057677,0.0001043686,0.0006621067,0.00008380417,0.5238104,0.006712708,0.003820007,0.008995188,0.00006580048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8215413,0.0003569388,0.1493107,0.00007706632,0.00002662432,0.00006148766,0.01697257,0.00941072,0.00224255],"genre_scores_gemma":[0.9232323,0.000113899,0.05380138,0.00002730941,0.00004498835,0.00004188815,0.0211268,0.000662027,0.0009494048],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00886889,"threshold_uncertainty_score":0.01763457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004394806339270699,"score_gpt":0.190501358763705,"score_spread":0.1861065524244343,"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."}}