{"id":"W4407240419","doi":"10.1093/mnras/staf222","title":"BSN-I: the first in-depth photometric study of seven total-eclipse contact binary systems","year":2025,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Burnaby Hospital","funders":"National Natural Science Foundation of China; Shandong University; National Aeronautics and Space Administration; National Science Foundation","keywords":"Physics; Orbital period; Eclipse; Astrophysics; Light curve; Exoplanet; Contact binary; Stars; Binary number; Starspot; Photometry (optics); Mass ratio; Binary star; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001801843,0.0001517658,0.0002275075,0.001241407,0.000759693,0.0004978848,0.0001870858,0.0001948042,0.00115639],"category_scores_gemma":[0.0003166642,0.000107089,0.0001604225,0.001044203,0.0001623191,0.0003356415,0.0005825981,0.0001435239,0.0003612291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003006123,"about_ca_system_score_gemma":0.0001879965,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00377149,"about_ca_topic_score_gemma":0.008123813,"domain_scores_codex":[0.999856,0.00001259413,0.000009861335,0.0000321868,0.00005208007,0.0000371705],"domain_scores_gemma":[0.9997872,0.00001785168,0.00004418144,0.00002453787,0.00006586997,0.00006034581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002867123,0.0001203151,0.8967969,0.0001007986,0.00007306254,0.0003755986,0.001269761,0.001135595,0.04594693,0.0005680791,0.001000063,0.05232612],"study_design_scores_gemma":[0.000004748628,0.00005580929,0.9905222,0.00000483571,0.00001531332,0.0003838646,0.0004093816,0.002695066,0.00391308,0.0001209193,0.001867506,0.000007252624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9971167,0.0001000435,0.0008075138,0.000006021611,0.000002899764,0.00001131422,0.0002789384,0.00002181365,0.001654906],"genre_scores_gemma":[0.9985046,0.00002836693,0.0006010599,0.000004135616,0.000003064902,0.000003970176,0.000542769,0.000008244672,0.0003036272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00377149,"threshold_uncertainty_score":0.007499039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009627046634710522,"score_gpt":0.2200483060713768,"score_spread":0.2104212594366663,"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."}}