{"id":"W2494963994","doi":"10.3847/0004-637x/830/2/144","title":"A BROWN DWARF CENSUS FROM THE SIMP SURVEY","year":2016,"lang":"en","type":"article","venue":"The Astrophysical Journal","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Brown dwarf; Southern Hemisphere; Observatory; Sky; Northern Hemisphere; Telescope; Proper motion; Stellar classification","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":[0.0003756933,0.0001613488,0.0001228332,0.002364911,0.0002592687,0.000234145,0.0002194454,0.00008794024,0.003276287],"category_scores_gemma":[0.0006552216,0.00007243454,0.00009374134,0.001235281,0.0001140096,0.0002287792,0.0005147156,0.00009687307,0.001478945],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002389829,"about_ca_system_score_gemma":0.0002818749,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01289841,"about_ca_topic_score_gemma":0.01838879,"domain_scores_codex":[0.9997626,0.0000423431,0.00001745228,0.00006751403,0.00007360819,0.00003652387],"domain_scores_gemma":[0.999464,0.00005264524,0.0001026234,0.00008178667,0.0001466318,0.0001524096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001119264,0.00002640451,0.9738858,0.00002618134,0.00001482978,0.000302371,0.0003169594,0.00009938195,0.003814203,0.000204619,0.004546721,0.01665065],"study_design_scores_gemma":[0.00000421348,0.00002670116,0.9926783,0.00000360531,0.000004530045,0.0002200387,0.0001704707,0.0002243806,0.0006219443,0.00003812031,0.00600576,0.000001782139],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797615,0.00009957675,0.0004348716,0.00004263183,0.000003428144,0.00003196389,0.01560724,0.0000713931,0.003947405],"genre_scores_gemma":[0.9679633,0.0001505446,0.0009770875,0.00005565058,0.00001530273,0.00004627078,0.0278274,0.00003425898,0.002930159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01289841,"threshold_uncertainty_score":0.02564669,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02022020494653469,"score_gpt":0.2321436013845178,"score_spread":0.2119233964379831,"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."}}