{"id":"W6929249466","doi":"10.48550/arxiv.0812.3741","title":"The ultracool eld dwarfs luminosity function from the Canada-France Brown Dwarf Survey","year":2008,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Sensory Analysis and Statistical Methods","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Brown dwarf; Luminosity function; Luminosity; Function (biology); Stellar classification; Massive compact halo object","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":[0.0005966065,0.000339531,0.0003048728,0.003016167,0.000871704,0.0007483705,0.0004013123,0.0001872287,0.002813359],"category_scores_gemma":[0.001359423,0.000109705,0.0002337669,0.002739462,0.0002732466,0.0002092864,0.0004767951,0.0002684875,0.0007049604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006033085,"about_ca_system_score_gemma":0.005217373,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9230537,"about_ca_topic_score_gemma":0.9364952,"domain_scores_codex":[0.9995046,0.00006021264,0.00001154495,0.00007200725,0.0002218919,0.0001297652],"domain_scores_gemma":[0.9984157,0.00008499616,0.0001655143,0.00009488628,0.0008758174,0.0003629712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001737845,0.00003215782,0.8928002,0.00006432916,0.00008915221,0.0001540455,0.0006954881,0.001333812,0.001901041,0.002632054,0.06419642,0.03592756],"study_design_scores_gemma":[0.000007276402,0.000006239674,0.9756671,0.00001139382,0.000007976641,0.00004906518,0.0001480187,0.0005940582,0.0002628509,0.0001213162,0.02311638,0.000008343852],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8463423,0.002600706,0.002711665,0.001033711,0.00005192136,0.000111253,0.1221784,0.0005284702,0.02444147],"genre_scores_gemma":[0.892197,0.00096495,0.003112052,0.0001890283,0.00003875007,0.00007358353,0.08555286,0.0001202335,0.01775164],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07694626,"threshold_uncertainty_score":0.1547987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09236482045271283,"score_gpt":0.191574342696486,"score_spread":0.09920952224377316,"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."}}