{"id":"W2998790199","doi":"","title":"The ultracool-field dwarf luminosity-function and space de nsity from the Canada-France Brown Dwarf Survey ?","year":2010,"lang":"en","type":"article","venue":"arXiv (Cornell University)","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brown dwarf; Astrophysics; Physics; Luminosity function; Context (archaeology); Stellar classification; Field (mathematics); Luminosity; Spitzer Space Telescope; Telescope; Astronomy; Geography; Stars; Galaxy; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005809823,0.000260458,0.000213036,0.001924232,0.0007086989,0.001084935,0.0004583395,0.0002360514,0.002178093],"category_scores_gemma":[0.001221677,0.00007791173,0.0001674519,0.002251242,0.0004273222,0.0003815817,0.0004714453,0.0002259409,0.0004636344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007428872,"about_ca_system_score_gemma":0.006258386,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9297996,"about_ca_topic_score_gemma":0.9566142,"domain_scores_codex":[0.9996314,0.0000332359,0.00000822724,0.00008436448,0.0001167288,0.0001260221],"domain_scores_gemma":[0.99836,0.00008613674,0.0002104164,0.00008654111,0.0006963864,0.0005605266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007274607,0.00001224005,0.9652919,0.00004360099,0.00004318439,0.0001142397,0.0004516491,0.0002288654,0.0007692535,0.00116772,0.01417807,0.01762645],"study_design_scores_gemma":[0.000002367898,0.0000048323,0.988701,0.00001648963,0.000007678725,0.00005431611,0.0002298265,0.0001676299,0.0001258595,0.00008651897,0.01059773,0.000005748982],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9538336,0.007591198,0.0006657348,0.002857492,0.00006154548,0.00002083228,0.02214004,0.0001518628,0.01267772],"genre_scores_gemma":[0.9830566,0.00114822,0.0005354402,0.0003520569,0.0000399792,0.000007269576,0.01093672,0.00002963144,0.003894093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9297996,"threshold_uncertainty_score":0.1412277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0172457668213198,"score_gpt":0.1582611538933997,"score_spread":0.1410153870720799,"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."}}