{"id":"W4322102428","doi":"10.1016/j.newast.2023.102022","title":"Monitoring spots via the TESS data strengthened by the ETV behaviour: An investigation on the contact binary PP Lac","year":2023,"lang":"en","type":"article","venue":"New Astronomy","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Positive Living North; Dominion Astrophysical Observatory; Herzberg Institute of Astrophysics","funders":"","keywords":"Physics; Starspot; Eclipse; Light curve; Astrophysics; Spots; Variation (astronomy); Context (archaeology); Hot spot (computer programming); Radial velocity; Stars","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":[0.0003730569,0.0002383312,0.0001670631,0.00002409854,0.0006151558,0.0001402623,0.0008301252,0.0000334779,0.0001304567],"category_scores_gemma":[0.00001065414,0.0001266343,0.00005506753,0.0001923464,0.00009481038,0.0002011706,0.0002124057,0.0003315624,0.0001408895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001928353,"about_ca_system_score_gemma":0.00007178451,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002296295,"about_ca_topic_score_gemma":0.0000173975,"domain_scores_codex":[0.9986838,0.0001602426,0.0002131215,0.0003525271,0.0002435586,0.0003467941],"domain_scores_gemma":[0.9980263,0.0006942187,0.0001370957,0.001025349,0.00002584313,0.00009126071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001562906,0.00003022312,0.918788,0.000001255502,0.0001053163,5.738702e-7,0.0006060349,0.00008858884,0.00004297633,0.0002519005,0.02766303,0.05240653],"study_design_scores_gemma":[0.0004272092,0.0001001789,0.9719282,0.00002992585,0.0001294595,6.38716e-7,0.003311125,0.0006581117,0.001065299,0.000277115,0.02187062,0.0002020739],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904601,0.0002364917,0.000219284,0.004706433,0.000653203,0.0005271465,0.0001130779,0.00008037162,0.00300387],"genre_scores_gemma":[0.9972222,0.000009559365,0.00008786,0.00008424533,0.001332761,0.00004381822,0.0005836498,0.00002425175,0.000611604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0531403,"threshold_uncertainty_score":0.5163999,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05497742687063167,"score_gpt":0.2698432569868922,"score_spread":0.2148658301162605,"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."}}