{"id":"W4288925138","doi":"10.1093/mnras/stac2132","title":"Revisiting bright δ Scuti stars and their period–luminosity relation with <i>TESS</i> and <i>Gaia</i> DR3","year":2022,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Research Council; Danmarks Grundforskningsfond; European Space Agency; Speech-Language and Audiology Canada","keywords":"Physics; Stars; Astrophysics; RR Lyrae variable; Luminosity; Asteroseismology; Hertzsprung–Russell diagram; Light curve; Astronomy; Stellar pulsation; Variable star; Amplitude; Period (music); Instability strip; Ridge; Cepheid variable; Stellar evolution; Galaxy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006082174,0.0002215799,0.000217054,0.002885132,0.0004467355,0.0009747527,0.0002704049,0.0002642703,0.0008986442],"category_scores_gemma":[0.001615172,0.0001781476,0.0002433555,0.003109877,0.0003187812,0.0003785598,0.0005094674,0.0002952064,0.0004339973],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004388414,"about_ca_system_score_gemma":0.000250633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00850404,"about_ca_topic_score_gemma":0.01351083,"domain_scores_codex":[0.9997695,0.00002772243,0.000029476,0.00006737722,0.00005981122,0.00004615219],"domain_scores_gemma":[0.9983324,0.0002613153,0.0005992473,0.0002167252,0.0003442998,0.0002459883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006039215,0.00001235079,0.9871775,0.00001570359,0.00002358128,0.00006934143,0.0001892118,0.0002313867,0.005430684,0.00005789634,0.0001907582,0.006541173],"study_design_scores_gemma":[0.000001554221,0.00001339871,0.9982395,0.0000043708,0.000006180757,0.00008200188,0.00007128762,0.0003091117,0.0005954152,0.00002184008,0.0006531099,0.000002202218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9983241,0.0001613656,0.0001621446,0.0000206632,0.000002822783,0.000002737405,0.0003150058,0.00001932742,0.0009917931],"genre_scores_gemma":[0.9984474,0.00006565572,0.0004587446,0.00001356783,0.000006235559,0.000002580473,0.0007922939,0.00001062586,0.0002028791],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00850404,"threshold_uncertainty_score":0.01690906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00562457164813297,"score_gpt":0.1752363582486627,"score_spread":0.1696117866005298,"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."}}