{"id":"W4390574040","doi":"10.1088/1674-4527/ad1b0f","title":"Period–Luminosity Relationship for <i>δ</i> Scuti Stars Revisited","year":2024,"lang":"en","type":"article","venue":"Research in Astronomy and Astrophysics","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Indigenous Peoples' Health","funders":"","keywords":"Physics; Astrophysics; Stars; Instability strip; Luminosity; Hertzsprung–Russell diagram; Parallax; Cepheid variable; Effective temperature; Overtone; Variable star; Delta; Astronomy; Stellar evolution; Galaxy; Spectral line","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":[0.0005627378,0.0002013517,0.0002663944,0.000187664,0.0003851165,0.0002479021,0.0001475412,0.0000435954,0.00006167414],"category_scores_gemma":[0.00001738605,0.0001934754,0.0001037232,0.0004130948,0.0002019996,0.0002448789,0.0001087375,0.0005678988,0.00005026628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005272371,"about_ca_system_score_gemma":0.0001286671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001158334,"about_ca_topic_score_gemma":0.000003049508,"domain_scores_codex":[0.9982695,0.0001311815,0.0002560793,0.0004713615,0.0002568074,0.0006150513],"domain_scores_gemma":[0.9987687,0.0007532163,0.00003257445,0.0002259403,0.00008910105,0.0001304925],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006115903,0.00008141921,0.8118606,0.0001333424,0.00009587315,0.000005514661,0.0003808641,0.00006516308,0.00003762965,0.02759999,0.001780805,0.1578976],"study_design_scores_gemma":[0.001923677,0.0006271951,0.6593758,0.0007660126,0.0001197733,0.000005200839,0.002769073,0.003353608,0.0003885822,0.02079883,0.3090377,0.0008346079],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7888917,0.00388381,0.1616466,0.002030758,0.0006014361,0.002408131,0.0004594649,0.0001484002,0.03992976],"genre_scores_gemma":[0.9878724,0.00001850128,0.01086129,0.000006920093,0.0006019669,0.00009272944,0.0001820544,0.00002429056,0.0003398574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3072568,"threshold_uncertainty_score":0.7889696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05674319740408343,"score_gpt":0.3288603906928061,"score_spread":0.2721171932887227,"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."}}