{"id":"W2972843671","doi":"10.3847/1538-3881/ab4130","title":"Constraints on the Occurrence and Distribution of 1–20 M<sub>Jup</sub> Companions to Stars at Separations of 5–5000 au from a Compilation of Direct Imaging Surveys","year":2019,"lang":"en","type":"article","venue":"The Astronomical Journal","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Direct imaging; Exoplanet; Planet; Stars; Mass distribution; Range (aeronautics); Planetary system; Brown dwarf","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":[0.0004327558,0.0001020209,0.0002450842,0.00002317861,0.0001443138,0.00001554814,0.0001240237,0.00001168287,0.0001227964],"category_scores_gemma":[0.00001589871,0.00006615784,0.00007379167,0.00005517559,0.0002285487,0.00004617756,0.00005629324,0.000142492,0.000011143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003434146,"about_ca_system_score_gemma":0.00005530041,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001465328,"about_ca_topic_score_gemma":0.00001864526,"domain_scores_codex":[0.9990648,0.0002425986,0.0003217345,0.0001045076,0.0001267798,0.0001395843],"domain_scores_gemma":[0.9985334,0.0009194128,0.0002860599,0.000144919,0.00006354626,0.00005269464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005761675,0.00004889543,0.9904213,0.000001937647,0.0001134513,3.009124e-8,0.0004699204,0.002195477,0.002857635,0.0002716047,0.0003704941,0.003191658],"study_design_scores_gemma":[0.0003227304,0.00005793421,0.9924899,0.00004624039,0.00005516078,0.00000102925,0.0004079009,0.0009934041,0.005409895,0.0001271999,0.00002860261,0.00005997137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993987,0.00002364863,0.003203919,0.0002896563,0.0001221227,0.0001564667,0.001197757,0.000002042451,0.001017423],"genre_scores_gemma":[0.9996991,0.000002184608,0.00004238274,0.000005367163,0.00007362166,0.000001516851,0.0001694989,0.000003172471,0.000003136329],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005712155,"threshold_uncertainty_score":0.2697838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01460359344585678,"score_gpt":0.2352859952147433,"score_spread":0.2206824017688865,"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."}}