{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005177754,0.0002376777,0.0003110998,0.001157691,0.0005089896,0.0009313985,0.0003095197,0.0004258434,0.00112422],"category_scores_gemma":[0.0009289928,0.0001757225,0.0002028332,0.001428444,0.0002958448,0.0006130262,0.0007070731,0.0002626933,0.0002900071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003980438,"about_ca_system_score_gemma":0.0003661132,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007515958,"about_ca_topic_score_gemma":0.0104455,"domain_scores_codex":[0.9997414,0.00003811734,0.000009653027,0.00008132274,0.0000631473,0.00006636096],"domain_scores_gemma":[0.9990819,0.0001694068,0.0002500301,0.0001154203,0.0001758099,0.000207571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001642801,0.0002839088,0.8986688,0.0001334367,0.0002200127,0.001949749,0.00146528,0.003406081,0.05756873,0.001805718,0.001920671,0.03093471],"study_design_scores_gemma":[0.00003841006,0.0001687524,0.9858725,0.00001362714,0.00009194416,0.0003739721,0.0006240169,0.006925417,0.003072911,0.0003242947,0.002480684,0.00001338976],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977728,0.0001052601,0.0002472084,0.00004187653,0.000005031344,0.000006319855,0.0004060364,0.00002557197,0.001390034],"genre_scores_gemma":[0.9987181,0.00004093968,0.0003376883,0.00001139464,0.00001290195,0.000002860874,0.0005090715,0.00001169367,0.0003553511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007515958,"threshold_uncertainty_score":0.01494443,"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."}}