{"id":"W4388110371","doi":"10.48550/arxiv.2310.19790","title":"Detection and Preliminary Characterisation of Polluted White Dwarfs from Gaia EDR3 and LAMOST","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"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; Hubble space telescope; Astronomy","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":[0.0007065133,0.0004320755,0.0004831628,0.003436981,0.0005290124,0.0008963101,0.0007440835,0.0003026036,0.0008912096],"category_scores_gemma":[0.0009961089,0.0002061163,0.0005894233,0.002520896,0.0003049402,0.0002102168,0.001138811,0.0002257112,0.0009176728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006874386,"about_ca_system_score_gemma":0.000692166,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01959172,"about_ca_topic_score_gemma":0.04073098,"domain_scores_codex":[0.9993016,0.00004277463,0.00005442079,0.0001905198,0.0002385368,0.0001721738],"domain_scores_gemma":[0.9986086,0.0001074455,0.0004053435,0.0002294147,0.0002750492,0.0003741342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005278768,0.00009973896,0.9042164,0.0002030873,0.0001417234,0.001456478,0.001241997,0.000664768,0.06015486,0.0004080419,0.002792703,0.02809243],"study_design_scores_gemma":[0.00001285292,0.00005385118,0.9895601,0.00001293485,0.00003070446,0.0005056171,0.0001956369,0.0003941212,0.003176747,0.00006411559,0.005980781,0.00001256928],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9892229,0.0003521601,0.001498734,0.00003790565,0.000006942599,0.00005506042,0.007183973,0.0001511486,0.001491273],"genre_scores_gemma":[0.9489632,0.0002943612,0.007362109,0.0001318485,0.00002874449,0.0001014627,0.04131599,0.0001790889,0.001623124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01959172,"threshold_uncertainty_score":0.03895539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04016854953884612,"score_gpt":0.1723844593849318,"score_spread":0.1322159098460857,"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."}}