{"id":"W2060600263","doi":"10.1017/s1743921309991748","title":"Fundamental stellar properties from eclipsing binary analyses","year":2009,"lang":"en","type":"article","venue":"Proceedings of the International Astronomical Union","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; University of Calgary","funders":"","keywords":"Photometry (optics); Binary number; Metallicity; Binary star; Exoplanet; Physics; Astrophysics; Stars; Contact binary; Astronomy; Mathematics","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":[0.0005141664,0.0002366129,0.000392965,0.003231203,0.0005314466,0.000726508,0.0002149275,0.0002430312,0.007660736],"category_scores_gemma":[0.002057273,0.0000887511,0.0002263392,0.001503,0.0002641903,0.0005305444,0.0005931559,0.000221802,0.001569951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002596078,"about_ca_system_score_gemma":0.0001201456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001018276,"about_ca_topic_score_gemma":0.001355056,"domain_scores_codex":[0.9997792,0.00002657592,0.00002841489,0.00005032241,0.00008151869,0.00003402037],"domain_scores_gemma":[0.9982368,0.0004907657,0.0003589711,0.0001845898,0.0005050172,0.0002237865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000310739,0.00005804253,0.9357729,0.0001069594,0.00009283612,0.0001263813,0.0003506808,0.0005166423,0.0297342,0.001112276,0.0007697291,0.03104857],"study_design_scores_gemma":[0.000007174096,0.00007358937,0.9912446,0.00001130117,0.0000402007,0.0003769042,0.0001554365,0.0007857941,0.004884812,0.0007826991,0.001631119,0.000006315186],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9882777,0.0003895659,0.0008378717,0.000022967,0.000007113529,0.0000139846,0.002012156,0.00004591655,0.008392752],"genre_scores_gemma":[0.9954228,0.0001117753,0.0005538734,0.00001001052,0.00001479552,0.000005594622,0.002931406,0.00001758064,0.0009320613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007660736,"threshold_uncertainty_score":0.02562773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02949198835144895,"score_gpt":0.2532373791600875,"score_spread":0.2237453908086386,"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."}}