{"id":"W2964590042","doi":"10.5539/jmr.v11n4p51","title":"Boundary Null Controllability With Constrained Control for a Nonlinear Two Stroke System: Application to Boundary Sentinel and Identification of Parameters in a Nonlinear Population Dynamics Model","year":2019,"lang":"en","type":"article","venue":"Journal of Mathematics Research","topic":"Stability and Controllability of Differential Equations","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Controllability; Mathematics; Nonlinear system; Boundary (topology); Population; Identification (biology); Applied mathematics; Control theory (sociology); Boundary value problem; Control (management); Mathematical analysis; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003575053,0.0001510965,0.0006147918,0.0004110126,0.00007407377,0.0001092863,0.0002009646,0.0000932171,0.000001808879],"category_scores_gemma":[0.0005331906,0.0001342373,0.0001053356,0.0002744179,0.0001350467,0.0002438856,0.00002182567,0.0003031079,0.000002010986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003633208,"about_ca_system_score_gemma":0.0001808799,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004079112,"about_ca_topic_score_gemma":0.0002005357,"domain_scores_codex":[0.9975249,0.0001263179,0.001217474,0.0001976485,0.000663969,0.000269672],"domain_scores_gemma":[0.9972044,0.001053207,0.0003050858,0.0003484609,0.0009734807,0.0001154304],"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":[0.002093037,0.001212373,0.01312809,0.006808802,0.000475052,0.000001700656,0.001860034,0.8999606,0.06201902,0.008269813,0.000007272463,0.004164171],"study_design_scores_gemma":[0.003879576,0.0002167129,0.001863204,0.0001698758,0.00006825721,0.000008498032,0.001243287,0.9887118,0.0003561728,0.003370173,0.00000292955,0.0001095618],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6452333,0.00003875931,0.3528616,0.0002079962,0.00003216896,0.001429596,0.000161223,0.00001334447,0.00002209697],"genre_scores_gemma":[0.9689345,0.000004094023,0.03088883,0.000006223108,0.00002712932,0.00007997276,0.00002224306,0.00002480303,0.00001215045],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3237013,"threshold_uncertainty_score":0.5474039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02175830839720496,"score_gpt":0.3099030426978641,"score_spread":0.2881447343006592,"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."}}