{"id":"W2166983991","doi":"10.1093/pasj/62.3.779","title":"Search for Outer Massive Bodies around Transiting Planetary Systems: Candidates of Faint Stellar Companions around HAT-P-7","year":2010,"lang":"en","type":"article","venue":"Publications of the Astronomical Society of Japan","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Brown dwarf; Direct imaging; Planet; Planetary system; Binary number; Giant planet; Exoplanet","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":[0.0002807527,0.0001672163,0.0004138371,0.00003509347,0.0002434426,0.00004014924,0.0004440792,0.00006164031,0.00004487628],"category_scores_gemma":[0.00001385772,0.0001333831,0.0003706162,0.00007978822,0.0004706548,0.0001117538,0.00009016971,0.0002206538,0.000002462337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002081836,"about_ca_system_score_gemma":0.00009503491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00121275,"about_ca_topic_score_gemma":0.00002163831,"domain_scores_codex":[0.998782,0.0000447696,0.0005077266,0.0002199202,0.0001645442,0.000281022],"domain_scores_gemma":[0.9983035,0.0006291913,0.0003545544,0.000435834,0.0002056959,0.00007125733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001647903,0.0001236735,0.9887977,0.00007932679,0.0005896969,4.571323e-10,0.001330773,0.002270398,0.001059849,0.003383139,0.00202517,0.0003237429],"study_design_scores_gemma":[0.0009500057,0.00008130292,0.9557366,0.00005781438,0.0003069533,7.665981e-7,0.01555231,0.01912084,0.005151559,0.0003493438,0.002433123,0.0002594058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928617,0.00008080615,0.002368688,0.002136809,0.0001838822,0.0005416585,0.00054135,0.00001165985,0.001273465],"genre_scores_gemma":[0.9958577,0.000002537971,0.003429936,0.000007614063,0.0002539974,0.00003844087,0.0002771662,0.00001340782,0.000119202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03306118,"threshold_uncertainty_score":0.5439205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01800432170319938,"score_gpt":0.2403569800626051,"score_spread":0.2223526583594057,"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."}}