{"id":"W2504393903","doi":"10.2139/ssrn.2826732","title":"Nonparametric Analysis of Complex Nonlinear Systems","year":2016,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Canadian Society of Intestinal Research","funders":"","keywords":"Nonparametric statistics; Nonlinear system; Econometrics; Computer science; Statistics; Mathematics; Physics","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":[0.001716804,0.0003264258,0.000527068,0.0007500452,0.000253783,0.00101525,0.0004854139,0.0005247396,0.001878578],"category_scores_gemma":[0.01115969,0.0002811135,0.0003923472,0.0005775977,0.001119932,0.0009359564,0.001072779,0.00101593,0.0002206646],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005012858,"about_ca_system_score_gemma":0.0007117141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002849086,"about_ca_topic_score_gemma":0.002311062,"domain_scores_codex":[0.9993145,0.0003667302,0.00002393328,0.000106003,0.0001448756,0.0000438818],"domain_scores_gemma":[0.9920152,0.00628944,0.0006095832,0.000488848,0.000489445,0.0001073542],"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":[0.0001392204,0.00007047585,0.00438664,0.00019949,0.000185655,0.0001141404,0.0001716072,0.6489062,0.004616061,0.2350376,0.002393985,0.1037789],"study_design_scores_gemma":[0.000003628087,0.00001038854,0.001795172,0.000005153612,0.000005379123,0.00001417631,0.00001026158,0.9618805,0.0002136063,0.03549192,0.0005625893,0.000007176061],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06715175,0.0005894299,0.9284924,0.0004610539,0.00004684992,0.00001592353,0.0001745037,0.0001565392,0.002911426],"genre_scores_gemma":[0.9584668,0.0007116041,0.03403514,0.00005357266,0.0001741446,0.00005342959,0.0002931845,0.00006233293,0.006149867],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002849086,"threshold_uncertainty_score":0.009079456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006777575908194928,"score_gpt":0.2129718156123322,"score_spread":0.2061942397041373,"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."}}