{"id":"W3134773314","doi":"","title":"On the Driving Mechanism and the Coexistence of Variable and Nonvariable Stars in the Domain of the Pulsating PG 1159 Stars","year":2004,"lang":"en","type":"article","venue":"","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Stars; Physics; Astrophysics; Variable star; Homogeneous; Astronomy; Statistical physics","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":[0.0004680969,0.0002245808,0.0002823384,0.0007641911,0.0005142417,0.001023557,0.0004557981,0.0004492152,0.001386684],"category_scores_gemma":[0.001878332,0.0000983842,0.0001827839,0.0006225656,0.0008632414,0.0009278053,0.001062224,0.0002589535,0.0002193534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002486041,"about_ca_system_score_gemma":0.0001281227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007197562,"about_ca_topic_score_gemma":0.0007585114,"domain_scores_codex":[0.9998699,0.00003000396,0.000008469578,0.00003880528,0.00001908414,0.00003363901],"domain_scores_gemma":[0.9988548,0.0005440001,0.0002945916,0.0001254772,0.00004395306,0.000137224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006565566,0.00007990636,0.9069599,0.0001230672,0.00007755004,0.002028005,0.001491657,0.005673926,0.02901587,0.02736163,0.0002841417,0.02624778],"study_design_scores_gemma":[0.00004893094,0.0002579932,0.8835527,0.00004562736,0.000121939,0.0038445,0.002436627,0.04738101,0.00966882,0.04961249,0.002992835,0.00003637435],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971678,0.0002495282,0.0008584178,0.0001383878,0.00000243228,0.000002020063,0.00002952094,0.00001102732,0.001540967],"genre_scores_gemma":[0.9996749,0.00008382192,0.0001233186,0.000008527491,0.000005202668,5.8439e-7,0.00002571209,0.000002085688,0.0000757757],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001386684,"threshold_uncertainty_score":0.00463891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008591144221894942,"score_gpt":0.2007098160491175,"score_spread":0.1921186718272226,"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."}}