{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001910087,0.0001322514,0.0001970895,0.00001566389,0.0002661841,0.00004422268,0.0003599594,0.00002244906,0.0001275167],"category_scores_gemma":[0.00002057426,0.00006779239,0.0001802795,0.0001044512,0.0001955986,0.0001435004,0.00007601456,0.000409431,0.00001562781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002718147,"about_ca_system_score_gemma":0.00005667711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002495929,"about_ca_topic_score_gemma":0.000002720549,"domain_scores_codex":[0.9988556,0.0002116403,0.0002695021,0.0001244952,0.0003212553,0.0002175217],"domain_scores_gemma":[0.999209,0.0001531836,0.0001888093,0.0002695246,0.0001021912,0.00007726598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000998294,0.0005720962,0.767851,0.000005152708,0.00009070267,0.000001030785,0.002035965,0.0003556304,0.0008779157,0.000973203,0.0006321426,0.2265054],"study_design_scores_gemma":[0.0004271037,0.0001473116,0.9905108,0.0000107502,0.00007933843,0.00001143343,0.0003620105,0.001788464,0.001383937,0.003692505,0.001487693,0.00009865291],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9853528,0.0000222379,0.007907463,0.002581414,0.0002072351,0.0001082751,0.000008477513,0.000007323466,0.003804753],"genre_scores_gemma":[0.9970989,0.000002317614,0.001091288,0.00007555959,0.001658814,0.000002088963,0.000002540769,0.000006561426,0.00006196889],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2264067,"threshold_uncertainty_score":0.2764494,"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."}}