{"id":"W7124177841","doi":"10.1109/codit66093.2025.11321878","title":"New Approach for the Identification of a Class of Time-Varying Parameters Dynamic Systems","year":2025,"lang":"","type":"article","venue":"","topic":"Adaptive Control of Nonlinear Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Military College of Canada","funders":"","keywords":"Identification (biology); Lemma (botany); Class (philosophy); Nonlinear system; Observer (physics); State (computer science); Series (stratigraphy); System identification","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":[0.0006042053,0.0009504284,0.0008148654,0.0008469917,0.0004084878,0.0008049594,0.001034548,0.001175451,0.002201367],"category_scores_gemma":[0.001479413,0.0004255827,0.0008122354,0.0004927811,0.0007364022,0.001758032,0.001119442,0.001718295,0.0007758182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003817138,"about_ca_system_score_gemma":0.0005875791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008169572,"about_ca_topic_score_gemma":0.0007268466,"domain_scores_codex":[0.9994333,0.00009090349,0.00003646277,0.0001660104,0.0002454713,0.00002786154],"domain_scores_gemma":[0.999541,0.0001675376,0.00007561447,0.00009121308,0.0001092283,0.00001531776],"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":[0.00011581,0.0001225162,0.001043928,0.0005751814,0.0001844131,0.0006360643,0.0005135695,0.2550265,0.09146298,0.2454359,0.003123406,0.4017596],"study_design_scores_gemma":[0.00001372624,0.00007513694,0.0002929082,0.00002511246,0.00002716771,0.0003904261,0.00002997524,0.9578149,0.008786624,0.0159227,0.01658666,0.0000347416],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000803775,0.00009000513,0.9982273,0.00001981927,0.00002488811,0.00001102494,0.00000671835,0.00006564432,0.0007509206],"genre_scores_gemma":[0.2087891,0.001081565,0.7808473,0.0001849276,0.0001990281,0.0002640194,0.0001806831,0.0001033415,0.008350088],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002201367,"threshold_uncertainty_score":0.007364333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01763056850702476,"score_gpt":0.2524058591099711,"score_spread":0.2347752906029463,"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."}}