{"id":"W4399828135","doi":"10.1007/978-3-031-54071-4_14","title":"Stabilization of Non-Linear Systems: Information Theoretic vs. Geometric Analysis","year":2024,"lang":"en","type":"book-chapter","venue":"Systems & control","topic":"Chaos control and synchronization","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Mathematics; Computer science; Applied mathematics","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":[0.0002175137,0.0003528219,0.0003977561,0.0004216782,0.0002047553,0.0009200523,0.0004293705,0.0004748063,0.003704044],"category_scores_gemma":[0.0004952096,0.0001469917,0.0002256531,0.0005247149,0.001338682,0.001225319,0.000411412,0.001049657,0.00070894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004300431,"about_ca_system_score_gemma":0.0002355321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003254762,"about_ca_topic_score_gemma":0.0002954043,"domain_scores_codex":[0.9998924,0.00002259846,0.000003683521,0.0000200186,0.00005358523,0.000007712656],"domain_scores_gemma":[0.9998155,0.0001156488,0.00002021581,0.00001983555,0.00002233491,0.000006499432],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001827907,0.00002015863,0.00007460603,0.0002033679,0.00001504786,0.00003287558,0.00009106197,0.03166777,0.004441271,0.8922918,0.01012474,0.06101886],"study_design_scores_gemma":[0.000005778476,0.00004321636,0.0002109483,0.00006008598,0.000008927987,0.00005191422,0.00003742997,0.09657238,0.001709865,0.8762126,0.02507612,0.0000106986],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02557649,0.05032769,0.6852583,0.005796055,0.001569306,0.00004537381,0.0002666521,0.0004134756,0.2307467],"genre_scores_gemma":[0.7677199,0.04726106,0.07205194,0.0009857896,0.002668198,0.0001458867,0.0003568193,0.0001974408,0.108613],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003704044,"threshold_uncertainty_score":0.01239127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004695078354771741,"score_gpt":0.2050721539242137,"score_spread":0.200377075569442,"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."}}