{"id":"W4415099599","doi":"10.1007/s10686-026-10060-0","title":"Observing bright pulsating white dwarfs with PLATO: A new window into the late stages of stellar evolution","year":2025,"lang":"en","type":"article","venue":"Experimental Astronomy","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"Fonds Wetenschappelijk Onderzoek","keywords":"White dwarf; Sky; Stellar classification; White (mutation); Amplitude; Asteroseismology; Stellar evolution","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008802344,0.0002377545,0.0002732536,0.00005154128,0.0002730748,0.00005188739,0.000213472,0.00002686182,0.0002467409],"category_scores_gemma":[0.000002096416,0.0001703912,0.00008404245,0.0001718606,0.0001105594,0.000149962,0.0001370117,0.0001461407,0.00001094298],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000654303,"about_ca_system_score_gemma":0.0001165355,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00144885,"about_ca_topic_score_gemma":0.00002143457,"domain_scores_codex":[0.9989707,0.00004781299,0.0002821307,0.0002460788,0.0001685487,0.0002846878],"domain_scores_gemma":[0.9993796,0.00009343468,0.0001669165,0.0002712788,0.00003256673,0.00005625418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006158644,0.00006531627,0.9876948,0.00001037056,0.0002949701,4.582061e-7,0.003539426,0.0004669747,0.0006584263,0.001031815,0.0004278696,0.005748016],"study_design_scores_gemma":[0.002274694,0.0002176442,0.8880489,0.0002343614,0.0001463509,0.000001141978,0.02314512,0.0002268203,0.07711905,0.0003714752,0.007777339,0.0004370724],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9459773,0.001749443,0.00934405,0.0002429017,0.0002246025,0.0004165803,0.000005649156,0.00002884248,0.04201062],"genre_scores_gemma":[0.993407,0.000001250022,0.003753464,0.00002759511,0.0001845096,0.00002410134,0.0000270581,0.00001419036,0.0025609],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09964585,"threshold_uncertainty_score":0.6948351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007337716089767089,"score_gpt":0.2291472807049121,"score_spread":0.221809564615145,"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."}}