{"id":"W1663574567","doi":"10.1051/0004-6361/200810988","title":"Binarity of transit host stars","year":2009,"lang":"en","type":"article","venue":"Astronomy and Astrophysics","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":130,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"California Institute of Technology; National Aeronautics and Space Administration; National Science Foundation","keywords":"Exoplanet; Transit (satellite); Physics; Planet; Stars; Astrophysics; Planetary system; RADIUS; Astronomy; Binary number; Star (game theory); Light curve; Host (biology); Computer science; Mathematics; Biology","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":[0.00004468589,0.0002034692,0.0003148771,0.00003419985,0.00012417,0.00002326519,0.0001028227,0.0000253811,0.00008654779],"category_scores_gemma":[0.000001045697,0.0001946446,0.0001011344,0.00009479599,0.00009467395,0.000134537,0.00002177617,0.0001453412,0.000009860198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005466563,"about_ca_system_score_gemma":0.00002599039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009373321,"about_ca_topic_score_gemma":8.520176e-7,"domain_scores_codex":[0.9991407,0.00002299027,0.0002168613,0.0002308075,0.000116599,0.0002720816],"domain_scores_gemma":[0.99954,0.00004350474,0.0001076393,0.0001838757,0.00004162253,0.00008339818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006412406,0.0002522401,0.5948986,0.00001059325,0.0001614463,0.000001274498,0.0003830749,0.000130637,0.0006586548,0.007731577,0.0002018775,0.3955059],"study_design_scores_gemma":[0.001030601,0.0005271018,0.981848,0.00003032975,0.0001404485,0.000001093914,0.0005541357,0.00005507539,0.003411614,0.00168948,0.01039155,0.0003205656],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8741,0.0001655626,0.1030324,0.0002326666,0.0001183119,0.0001868337,0.00005675681,0.00002670182,0.02208078],"genre_scores_gemma":[0.9901809,0.00000658026,0.009431829,0.00002449086,0.0002346415,0.000002386095,0.00004444264,0.00000798439,0.00006679814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3951853,"threshold_uncertainty_score":0.7937375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007408983732878277,"score_gpt":0.2005191045628243,"score_spread":0.1931101208299461,"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."}}