{"id":"W2024969179","doi":"10.1006/jmva.2001.2021","title":"New Multivariate Product Density Estimators","year":2002,"lang":"en","type":"article","venue":"Journal of Multivariate Analysis","topic":"Statistical Methods and Inference","field":"Mathematics","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University; McGill University","funders":"","keywords":"Mathematics; Pointwise; Combinatorics; Estimator; Kernel (algebra); Product (mathematics); Smoothing; Pointwise convergence; k-nearest neighbors algorithm; Mathematical analysis; Statistics; Geometry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001305009,0.0002490292,0.0009815488,0.000525536,0.0001093465,0.00008043013,0.0003433784,0.00009129259,0.002342456],"category_scores_gemma":[0.008342285,0.0001814248,0.0005656622,0.001288942,0.00004427458,0.0001910052,0.00006713992,0.0004051863,0.00004100865],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007561677,"about_ca_system_score_gemma":0.00005089808,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003077169,"about_ca_topic_score_gemma":0.00001909061,"domain_scores_codex":[0.9973701,0.0003645375,0.001079348,0.0002716282,0.0005950731,0.0003193778],"domain_scores_gemma":[0.9962227,0.001446864,0.001006468,0.0004228012,0.0005442999,0.0003568529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000709169,0.004159024,0.07578734,0.0003633848,0.03766222,0.001062505,0.01088286,0.003933494,0.03107668,0.28527,0.03517909,0.5139142],"study_design_scores_gemma":[0.005406339,0.0006566762,0.1699758,0.0002951376,0.02422357,0.0002589948,0.0002604876,0.3247846,0.008797703,0.4602443,0.003419717,0.001676684],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05399511,0.0001233222,0.9440998,0.0005201102,0.0002601943,0.0001007108,0.000006584277,0.0000305617,0.0008635985],"genre_scores_gemma":[0.4089549,0.00001856746,0.5901855,0.00003839082,0.0001975963,6.388076e-7,4.438847e-7,0.00001503565,0.0005889035],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5122375,"threshold_uncertainty_score":0.9987097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09539295459482557,"score_gpt":0.3780534587297603,"score_spread":0.2826605041349347,"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."}}