{"id":"W3189175708","doi":"10.2139/ssrn.3812484","title":"Shape Constrained Kernel PDF and PMF Estimation","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Genetic and phenotypic traits in livestock","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Kernel density estimation; Estimation; Statistics; Mathematics; Econometrics; Economics; Estimator","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":[0.002976401,0.0009396895,0.001330789,0.001351343,0.000497769,0.001606765,0.001800123,0.002211534,0.004565307],"category_scores_gemma":[0.01920399,0.0009205302,0.001286727,0.001767759,0.0007984164,0.002105893,0.001717558,0.002210779,0.002702036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006398665,"about_ca_system_score_gemma":0.00156891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005176711,"about_ca_topic_score_gemma":0.003024539,"domain_scores_codex":[0.9991289,0.0003800942,0.00005063492,0.0001852606,0.0001960308,0.00005907933],"domain_scores_gemma":[0.992465,0.004908992,0.0004065252,0.001109134,0.0009512895,0.0001590504],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002215903,0.00008692202,0.00210071,0.0002124412,0.0001744119,0.000173166,0.0001034231,0.6404317,0.004050535,0.05241062,0.006633738,0.2934008],"study_design_scores_gemma":[0.00000636346,0.000008190364,0.0005078134,0.00001126101,0.00001028268,0.00004571835,0.000005050476,0.9858822,0.0005966536,0.01180291,0.001108669,0.00001487548],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.003131241,0.0001989624,0.9957202,0.0001095467,0.00003607635,0.00001186151,0.0001106826,0.0002825411,0.0003989403],"genre_scores_gemma":[0.2605046,0.001017896,0.7222323,0.0002267375,0.0003314679,0.000214278,0.002324041,0.0006752111,0.01247354],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005176711,"threshold_uncertainty_score":0.01574093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005068026662398695,"score_gpt":0.2243471508720769,"score_spread":0.2192791242096782,"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."}}