{"id":"W4380152969","doi":"10.1007/978-981-19-8578-2_9","title":"System Identification and Stability Analysis","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Model Reduction and Neural Networks","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Nonlinear system; Computer science; Stability (learning theory); Control theory (sociology); Realization (probability); Projection (relational algebra); System identification; Algorithm; State space; Eigenvalues and eigenvectors; Artificial intelligence; Mathematics; Machine learning; Data modeling; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002509776,0.001056811,0.0009530844,0.0006876093,0.0004339122,0.001489862,0.0005667441,0.0008336135,0.02581455],"category_scores_gemma":[0.0006845389,0.0004176459,0.000476078,0.0006855577,0.0008453505,0.001321285,0.0007927491,0.001435331,0.01532961],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006208863,"about_ca_system_score_gemma":0.0004947756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001124492,"about_ca_topic_score_gemma":0.001310082,"domain_scores_codex":[0.9997554,0.00004437259,0.000008613362,0.00005249217,0.0001280298,0.00001107474],"domain_scores_gemma":[0.9998611,0.00005909129,0.000008055993,0.00002778418,0.00004033282,0.000003648059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002637125,0.00004340734,0.0001404943,0.000478034,0.00004165587,0.00009556898,0.0001715371,0.03774335,0.005204354,0.3875381,0.0915728,0.4769442],"study_design_scores_gemma":[0.000006154865,0.00003513352,0.0004441693,0.0001665509,0.00002265701,0.0001701078,0.0000631471,0.07563147,0.003493741,0.4987437,0.4211922,0.00003105325],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001381489,0.01122955,0.7017272,0.0009650493,0.001113339,0.00005337405,0.00023775,0.00112263,0.2821696],"genre_scores_gemma":[0.07551195,0.01730916,0.1260697,0.0007769197,0.001403916,0.0002143569,0.0006934667,0.0008687468,0.7771518],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02581455,"threshold_uncertainty_score":0.08635831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03241110558190864,"score_gpt":0.2432544526628665,"score_spread":0.2108433470809579,"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."}}