{"id":"W625600254","doi":"10.1017/cbo9780511536687","title":"Nonparametric System Identification","year":2008,"lang":"en","type":"book","venue":"Cambridge University Press eBooks","topic":"Control Systems and Identification","field":"Engineering","cited_by":209,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Identification (biology); Nonparametric statistics; Legendre polynomials; Nonlinear system identification; System identification; Computer science; Nonlinear system; Parametric statistics; Hermite polynomials; Kernel (algebra); Trigonometry; Applied mathematics; Algorithm; Mathematics; Theoretical computer science; Data mining; Econometrics; Statistics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001066915,0.0003136171,0.0004143877,0.0004591391,0.0001613701,0.00008193421,0.0004414272,0.0003962721,5.195719e-7],"category_scores_gemma":[0.000007426692,0.0004121912,0.0002075223,0.0000458166,0.00005912441,0.000123616,0.00006318324,0.0003222415,0.0001261662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00120639,"about_ca_system_score_gemma":0.00009225054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009110194,"about_ca_topic_score_gemma":0.00000141354,"domain_scores_codex":[0.9986873,0.00004371665,0.0003426352,0.000383074,0.0002976098,0.000245714],"domain_scores_gemma":[0.9987705,0.00004429682,0.0001924666,0.0006993624,0.0001715956,0.000121743],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001890612,0.000009649898,0.000001864724,0.001349763,0.0003083679,0.000163687,0.00006133858,0.0003419242,0.0007183049,0.2259194,0.7687566,0.002350189],"study_design_scores_gemma":[0.0003546712,0.000007985212,0.0000949582,0.0001877792,0.0001690725,0.0000383218,0.00002872565,0.007850074,0.0002775248,2.297163e-7,0.9905731,0.0004175499],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002914186,0.0007357211,0.005120151,0.000001077614,0.001254249,0.0006295011,0.0002075202,0.0008942103,0.9908661],"genre_scores_gemma":[0.02797524,0.0001574159,0.00001517003,0.000001891989,0.0002865471,0.000004517566,0.0001815564,0.00006972119,0.9713079],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2259191,"threshold_uncertainty_score":0.999833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01068417545881389,"score_gpt":0.1617810853249853,"score_spread":0.1510969098661714,"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."}}