{"id":"W4388448505","doi":"10.1093/mnras/stad3362","title":"Detection and preliminary characterization of polluted white dwarfs from <i>Gaia</i> EDR3 and LAMOST","year":2023,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; University of Victoria","funders":"Planetary Science Division; Leibniz-Gemeinschaft; University of Colorado Boulder; National Astronomical Observatories, Chinese Academy of Sciences; University of Illinois at Urbana-Champaign; Max-Planck-Institut für Astronomie; Leibniz-Institut für Astrophysik Potsdam; Smithsonian Astrophysical Observatory; National Development and Reform Commission; China National Textile and Apparel Council; Eötvös Loránd Tudományegyetem; National Science Foundation; Yunnan University; Science Mission Directorate; Yale University; University of Toronto; Chinese Academy of Sciences; École Polytechnique Fédérale de Lausanne; Gordon and Betty Moore Foundation; Queen's University Belfast; Space Telescope Science Institute; Los Alamos National Laboratory; European Space Agency; Alfred P. Sloan Foundation; Johns Hopkins University; Carnegie Institution of Washington; University of Utah; Harvard University; Queen's University; Ohio State University; National Central University; Nuclear Safety and Security Commission; Natural Sciences and Engineering Research Council of Canada; Durham University; Smithsonian Institution; National Aeronautics and Space Administration; Nanjing University; New Mexico State University","keywords":"LAMOST; White dwarf; Physics; Stars; Astrophysics; Sky; Astronomy; Telescope","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005019777,0.0003186077,0.0004125064,0.002372379,0.0004308412,0.0006936018,0.0004919089,0.000252383,0.0006350686],"category_scores_gemma":[0.000773742,0.0001612948,0.0004001662,0.001751579,0.0002785234,0.0002000817,0.0007585862,0.0001688581,0.0004935887],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000470095,"about_ca_system_score_gemma":0.0003362378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009041108,"about_ca_topic_score_gemma":0.01901243,"domain_scores_codex":[0.9996101,0.00002537606,0.00003586956,0.0001145787,0.0001219378,0.00009217976],"domain_scores_gemma":[0.9989511,0.00008245358,0.0003799972,0.0001299373,0.0002179148,0.0002386381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002641142,0.00004746977,0.930387,0.00007549592,0.00007535565,0.0005360566,0.0004111802,0.0002149366,0.0545947,0.0001668445,0.0006286544,0.0125982],"study_design_scores_gemma":[0.000005694208,0.00003685547,0.9944008,0.000006912949,0.00002007931,0.000312041,0.0001078473,0.0002178856,0.00306253,0.0000335013,0.001790846,0.000005090003],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963319,0.00022983,0.0008360744,0.0000184251,0.000003960305,0.00001832757,0.00165774,0.00006438502,0.0008393027],"genre_scores_gemma":[0.9911796,0.0001062747,0.002279299,0.0000429124,0.000009527476,0.00002027286,0.00591895,0.00005277545,0.0003902606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009041108,"threshold_uncertainty_score":0.01797694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006055131773544037,"score_gpt":0.1828797088532571,"score_spread":0.176824577079713,"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."}}