{"id":"W2042273091","doi":"10.1088/0004-637x/794/1/35","title":"PRECISE ATMOSPHERIC PARAMETERS FOR THE SHORTEST-PERIOD BINARY WHITE DWARFS: GRAVITATIONAL WAVES, METALS, AND PULSATIONS","year":2014,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Pulsars and Gravitational Waves Research","field":"Physics and Astronomy","cited_by":79,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"White dwarf; Physics; Astrophysics; Instability strip; Gravitational wave; Low Mass; Effective temperature; Binary number; Surface gravity; Gravitation; Atmosphere (unit); Astronomy; Stars; Thermodynamics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002011391,0.0002222944,0.0001856115,0.000996488,0.0003621541,0.000362044,0.0002313317,0.000133902,0.0007788505],"category_scores_gemma":[0.0007296765,0.0001019093,0.0001628996,0.0008912099,0.00009245155,0.0003343449,0.0002876664,0.0002007833,0.0004077832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003216008,"about_ca_system_score_gemma":0.0002043847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00633374,"about_ca_topic_score_gemma":0.009469996,"domain_scores_codex":[0.9999365,0.000008197979,0.000008799141,0.00001898294,0.00002185536,0.000005776212],"domain_scores_gemma":[0.999726,0.00004787176,0.00008169273,0.00005713562,0.00006456401,0.00002274656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000790399,0.00002203985,0.9487757,0.00004206273,0.00004106719,0.00005642449,0.0002106798,0.005279211,0.0152136,0.000726723,0.0007245473,0.02882888],"study_design_scores_gemma":[0.00001643274,0.00004452447,0.9642994,0.00001185685,0.00005104376,0.0002515715,0.0001003528,0.0166949,0.009979341,0.001574261,0.006962379,0.00001397894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9845405,0.0004543169,0.008991162,0.00005697702,0.00001082395,0.000009639984,0.003037663,0.000236215,0.002662633],"genre_scores_gemma":[0.9900377,0.0001329581,0.006358304,0.00001017745,0.00001030929,0.000006484999,0.003029767,0.00003463698,0.0003797381],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00633374,"threshold_uncertainty_score":0.01259375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01422575949456508,"score_gpt":0.2926796133065226,"score_spread":0.2784538538119576,"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."}}