{"id":"W648894502","doi":"10.1007/978-1-4614-0454-5_3","title":"Characteristics Diagnosis of Nonlinear Dynamical Systems","year":2011,"lang":"en","type":"book-chapter","venue":"","topic":"Chaos control and synchronization","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Regina","funders":"","keywords":"Nonlinear system; Lyapunov exponent; Nonlinear dynamical systems; Dynamical systems theory; Computer science; Control theory (sociology); Applied mathematics; Statistical physics; Mathematics; Artificial intelligence; Physics; Control (management)","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00004007573,0.0002073334,0.0004487192,0.00005204643,0.0000235456,0.00001706222,0.0001163075,0.0001306709,0.00430167],"category_scores_gemma":[0.000001834629,0.0001798115,0.0001534222,0.000009853349,0.00004198712,0.00003122676,0.00004407211,0.0001391557,0.0001520446],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001807793,"about_ca_system_score_gemma":0.00004457332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001584541,"about_ca_topic_score_gemma":0.000002719757,"domain_scores_codex":[0.9991686,0.000006744792,0.0003963268,0.0001868641,0.0001273059,0.0001141099],"domain_scores_gemma":[0.9992502,0.00003863398,0.0002823859,0.0002392635,0.0001351898,0.00005437982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000921453,0.00006135381,0.006578269,0.00007302348,0.0001887015,0.000001392284,0.00003253487,0.000002249406,0.000004875158,0.9755328,0.0004646252,0.01705097],"study_design_scores_gemma":[0.002701701,0.0005248046,0.003693612,0.001816161,0.00160538,0.0000043649,0.00006093259,0.03827688,0.0002486717,0.05047145,0.8974987,0.003097352],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0004869257,0.0001130866,0.01355686,0.00001668751,0.0004648696,0.0002961032,0.000734681,0.00002893602,0.9843019],"genre_scores_gemma":[0.5289215,0.0000624529,0.0001244039,0.00001090638,0.001182318,0.00002597889,0.0009800753,0.00006358817,0.4686288],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9250613,"threshold_uncertainty_score":0.9966086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01180864417427743,"score_gpt":0.2027449695113404,"score_spread":0.190936325337063,"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."}}