{"id":"W2125499557","doi":"10.1109/iembs.2001.1020419","title":"Identification of a Hammerstein model of the stretch reflex EMG using cubic splines","year":2005,"lang":"en","type":"article","venue":"","topic":"Control Systems and Identification","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Initialization; Nonlinear system; Spline (mechanical); Nonlinear system identification; Algorithm; Control theory (sociology); Least-squares function approximation; Mathematics; Polynomial; Identification (biology); Computer science; System identification; Artificial intelligence; Data modeling; Engineering; Mathematical analysis","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":[0.0005257296,0.0003934448,0.0005210146,0.000291013,0.0002193473,0.000423832,0.000459383,0.0006687365,0.0009431402],"category_scores_gemma":[0.001193649,0.0002955387,0.0005238248,0.0003930079,0.0003937813,0.0005022055,0.0003408556,0.0007109484,0.0003366755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00030002,"about_ca_system_score_gemma":0.001162913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005389488,"about_ca_topic_score_gemma":0.003852287,"domain_scores_codex":[0.9998092,0.00004726413,0.00001032538,0.0000355166,0.00007632501,0.00002140034],"domain_scores_gemma":[0.9997259,0.0001497493,0.00003723964,0.00002522251,0.00004958057,0.00001237071],"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":[0.00005304476,0.00001830173,0.0004150735,0.00005777856,0.00001559119,0.00006440478,0.0000553244,0.956449,0.01339498,0.004874141,0.0001745783,0.0244278],"study_design_scores_gemma":[0.000002802499,0.00002483209,0.0001183034,0.000002610732,0.000002478618,0.00001521711,0.000003695596,0.9976367,0.0009350176,0.001045572,0.0002082581,0.000004663975],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01889407,0.00004779704,0.9802155,0.00004650194,0.000007923727,0.00001659873,0.00002394219,0.0002310816,0.0005164763],"genre_scores_gemma":[0.7744602,0.0003545716,0.2194375,0.00002570406,0.00001848101,0.0001778601,0.0001779283,0.00008692405,0.005260861],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005389488,"threshold_uncertainty_score":0.0107162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02486952902038223,"score_gpt":0.2453747138770526,"score_spread":0.2205051848566704,"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."}}