{"id":"W2099544153","doi":"10.1007/s11424-011-8173-6","title":"Complexity analysis of network-based dynamical systems","year":2011,"lang":"en","type":"article","venue":"Journal of Systems Science and Complexity","topic":"Chaos control and synchronization","field":"Physics and Astronomy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Dynamical systems theory; Nonlinear system; Chaotic; Computer science; Bifurcation; Dynamical system (definition); Complex system; Nonlinear dynamical systems; Complex network; Topology (electrical circuits); Control theory (sociology); Statistical physics; Mathematics; Physics; Control (management); Artificial intelligence","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":[0.001014701,0.0003895717,0.0007065716,0.001648317,0.0005142792,0.001406053,0.0006931888,0.000665135,0.001782147],"category_scores_gemma":[0.006427469,0.0002736011,0.0006460278,0.0006858491,0.001033522,0.002078347,0.00111628,0.0008490818,0.00009442416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001223714,"about_ca_system_score_gemma":0.0005484335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002280386,"about_ca_topic_score_gemma":0.001130421,"domain_scores_codex":[0.9994937,0.0001829299,0.00002622682,0.00006765634,0.0001750099,0.00005449358],"domain_scores_gemma":[0.9952325,0.003405425,0.0006005214,0.0001473735,0.0004124875,0.000201619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004682579,0.00003369183,0.002883647,0.00008653169,0.00009560444,0.0001235577,0.0001302509,0.5550253,0.001566765,0.4289625,0.001047156,0.00999816],"study_design_scores_gemma":[0.00000336353,0.000008674289,0.0006020169,0.000004324405,0.000006761538,0.00002139616,0.00001259428,0.9091225,0.00007271882,0.08988509,0.000254638,0.000005826636],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3354651,0.001763874,0.6436445,0.002322629,0.0001089361,0.00008860828,0.0003617792,0.0001336973,0.01611092],"genre_scores_gemma":[0.987596,0.0005614771,0.009527672,0.00005354151,0.0001089582,0.00005713368,0.0001431112,0.00001888919,0.001933292],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002280386,"threshold_uncertainty_score":0.008878708,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0645981196561628,"score_gpt":0.2614529663159437,"score_spread":0.1968548466597809,"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."}}