{"id":"W2979717100","doi":"10.1093/mnras/stz2915","title":"The evolution of carbon-polluted white dwarfs at low effective temperatures","year":2019,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"Los Alamos National Laboratory; Planetary Science Division; Science Mission Directorate; Smithsonian Astrophysical Observatory; Max-Planck-Institut für Astronomie; Eötvös Loránd Tudományegyetem; Laboratory Directed Research and Development; Space Telescope Science Institute; National Central University; Gordon and Betty Moore Foundation; Queen's University; University of Edinburgh; Johns Hopkins University; Queen's University Belfast; National Science Foundation; European Space Agency; National Aeronautics and Space Administration; Durham University; Smithsonian Institution","keywords":"White dwarf; Physics; Astrophysics; Carbon fibers; Stars; Atmosphere (unit); Main sequence; Brown dwarf; Massive compact halo object; Astronomy; Meteorology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0002895305,0.0003379532,0.0002688694,0.0008408221,0.000365254,0.0008109806,0.0002812406,0.0002977307,0.0004789522],"category_scores_gemma":[0.0004767067,0.0001810794,0.0002880616,0.0005604364,0.0003092124,0.0002981298,0.0003675547,0.0001811006,0.0002316193],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006235259,"about_ca_system_score_gemma":0.0001551786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00724404,"about_ca_topic_score_gemma":0.006129261,"domain_scores_codex":[0.9999052,0.00001168648,0.000005803705,0.00003450008,0.00001909681,0.00002368179],"domain_scores_gemma":[0.9996511,0.00006409063,0.00009676362,0.00003356628,0.0000605544,0.00009401299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00020286,0.00002925222,0.9380829,0.00004517897,0.0001597138,0.0003479034,0.0001921373,0.01353842,0.04141939,0.001201702,0.0002950011,0.004485519],"study_design_scores_gemma":[0.00001109401,0.00003692603,0.9744082,0.0000050797,0.00003105829,0.0001290205,0.0000975306,0.01856966,0.005160513,0.0004142962,0.001125406,0.00001115139],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984329,0.0001201549,0.0004970126,0.00001586975,0.000002032598,0.000001888519,0.0002416026,0.00004078106,0.0006476946],"genre_scores_gemma":[0.9992279,0.00003062897,0.0002172299,0.000006174193,0.000002156936,0.000001163056,0.000360388,0.00001453285,0.0001397976],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00724404,"threshold_uncertainty_score":0.01440376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002659134882316094,"score_gpt":0.1791208125747716,"score_spread":0.1764616776924555,"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."}}