{"id":"W2021782408","doi":"10.1086/432876","title":"Toward an Empirical Determination of the ZZ Ceti Instability Strip","year":2005,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Instability strip; White dwarf; Stars; Astrophysics; Surface gravity; Physics; Sky; Effective temperature; Stellar classification; Instability; Spectral line; Homogeneous; Astronomy","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":[0.0009892484,0.0003202622,0.0003300678,0.00311024,0.0003986675,0.001378617,0.0004410938,0.000229739,0.0006326006],"category_scores_gemma":[0.003740199,0.0001923536,0.00023537,0.001709734,0.0004287016,0.000489802,0.001211323,0.0005737115,0.000394138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002366662,"about_ca_system_score_gemma":0.0001638705,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001156428,"about_ca_topic_score_gemma":0.001141987,"domain_scores_codex":[0.9995934,0.00005825473,0.00003100183,0.0001701631,0.0001054893,0.00004168085],"domain_scores_gemma":[0.9968523,0.0009387262,0.001049278,0.0005720851,0.000386481,0.0002011601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007573902,0.00001832191,0.9584306,0.00003395664,0.00004557255,0.00008488882,0.0003220378,0.001528879,0.01393177,0.001608353,0.0002672515,0.02365254],"study_design_scores_gemma":[0.00001089159,0.00005083062,0.9618456,0.00001936886,0.00003269956,0.0003113842,0.0002956105,0.02415836,0.008045853,0.003270961,0.001943472,0.00001488567],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9733358,0.0004589321,0.0219867,0.00008370473,0.000006213965,0.00002086616,0.0005913869,0.0002284057,0.00328792],"genre_scores_gemma":[0.99128,0.0001539776,0.007489066,0.00002894279,0.00001592229,0.00001200363,0.0007948895,0.00003361222,0.0001916085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00311024,"threshold_uncertainty_score":0.005231678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02723630869960179,"score_gpt":0.2744516336318052,"score_spread":0.2472153249322034,"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."}}