{"id":"W4415945915","doi":"10.1093/mnras/staf1907","title":"Re-evaluating Lyman α wing opacities and the low mass-problem in cool white dwarfs","year":2025,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"University of Warwick; Canadian Space Agency; Space Telescope Science Institute; European Commission; Communal Studies Association; H2020 European Research Council; National Aeronautics and Space Administration","keywords":"Opacity; White dwarf; Photometry (optics); Stars; Light curve; Limb darkening","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":[0.0003512733,0.0003851638,0.0002714467,0.0007560927,0.0002815357,0.0007030429,0.0005781578,0.0002807696,0.0004669629],"category_scores_gemma":[0.001089207,0.000168952,0.0003651819,0.0003287494,0.0004296811,0.0004497532,0.0007290412,0.0002378458,0.0001239822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006562434,"about_ca_system_score_gemma":0.0003469316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009197839,"about_ca_topic_score_gemma":0.008541237,"domain_scores_codex":[0.999922,0.00001586196,0.00000406506,0.00001465926,0.00002206215,0.00002128595],"domain_scores_gemma":[0.9997658,0.00007005523,0.00005541338,0.00003563822,0.00003201534,0.00004106866],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000190968,0.00006752952,0.4977079,0.00007129397,0.0001163464,0.0008789079,0.0004152195,0.4243533,0.04328052,0.01570566,0.0003313949,0.01688103],"study_design_scores_gemma":[0.0000367866,0.00009431399,0.205832,0.00002630351,0.00007633672,0.0002896737,0.0003845281,0.7597129,0.02287344,0.008569075,0.002075458,0.00002919149],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9899759,0.0001313853,0.008519401,0.00004924892,0.000005012522,0.000004638637,0.00004675966,0.00006933484,0.001198379],"genre_scores_gemma":[0.9987618,0.00003000665,0.0009535145,0.000006012576,0.000002791054,0.000001616634,0.00002777283,0.00001196567,0.0002045932],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009197839,"threshold_uncertainty_score":0.01828861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009481307380361405,"score_gpt":0.2249080890105267,"score_spread":0.2154267816301653,"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."}}