{"id":"W4353057616","doi":"10.5206/mase/15355","title":"Chaotic dynamics of the fractional order Schnakenberg model and its control","year":2023,"lang":"en","type":"article","venue":"Mathematics in Applied Sciences and Engineering","topic":"Fractional Differential Equations Solutions","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phase portrait; Mathematics; Chaotic; Lyapunov exponent; Bifurcation; Discretization; Fractional calculus; Attractor; Applied mathematics; Invariant (physics); Center manifold; Synchronization of chaos; Mathematical analysis; Control theory (sociology); Nonlinear system; Hopf bifurcation; Physics; Computer science; Control (management)","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":[0.0003735414,0.0000827496,0.0001384038,0.0001399083,0.0001267635,0.00002355471,0.0001069003,0.00004201767,0.00000652135],"category_scores_gemma":[0.0002821391,0.00006269693,0.00001841461,0.0005518131,0.00007573611,0.0000543586,0.00006277076,0.0001094351,0.000002202474],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002745304,"about_ca_system_score_gemma":0.00002702957,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002074565,"about_ca_topic_score_gemma":0.00002268072,"domain_scores_codex":[0.9992919,0.000004697396,0.0002114006,0.0001172179,0.0002316993,0.0001431106],"domain_scores_gemma":[0.9993564,0.0004419349,0.00006350123,0.00008805085,0.00002513086,0.00002496588],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[5.123191e-7,0.00002000677,0.00002715274,0.00008328564,0.000005589865,6.315215e-8,0.000189957,0.2141135,0.001071189,0.7844447,0.000007518335,0.00003653673],"study_design_scores_gemma":[0.0001220458,0.000003015531,0.0005145823,0.00003767327,0.000009440573,0.00000225981,0.0001848565,0.8283871,0.00002910221,0.1706519,0.000002266704,0.00005582956],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8051666,0.0000326405,0.1921029,0.0005654384,0.0001118097,0.0003422144,0.0000202375,0.00007460044,0.00158358],"genre_scores_gemma":[0.9820097,0.00001345101,0.01784299,0.000006994179,0.000009826923,0.00003224195,8.707378e-7,0.000008698438,0.00007522511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6142736,"threshold_uncertainty_score":0.2556707,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04241708687625658,"score_gpt":0.2766245998891077,"score_spread":0.2342075130128511,"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."}}