{"id":"W3158273132","doi":"10.1109/iscas51556.2021.9401597","title":"Single-Loop Feedback Parameter Extraction Method for Stability Analysis of Electronic Circuits","year":2021,"lang":"en","type":"article","venue":"","topic":"Analog and Mixed-Signal Circuit Design","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Nyquist stability criterion; Stability (learning theory); Feedback loop; Control theory (sociology); Computer science; Nyquist–Shannon sampling theorem; Nyquist plot; Loop (graph theory); Electronic circuit; Circle criterion; Filter (signal processing); Electronic engineering; Mathematics; Engineering; Exponential stability; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004448959,0.0001418362,0.0004041259,0.0001447804,0.00003195285,0.00002244006,0.00007860137,0.0001091847,0.0005768794],"category_scores_gemma":[0.0001347418,0.0001442511,0.0003492069,0.0008288681,0.00001639537,0.0001132604,0.000006304564,0.0001262367,0.00000554103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001451006,"about_ca_system_score_gemma":0.00005236032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000221654,"about_ca_topic_score_gemma":0.0002454273,"domain_scores_codex":[0.9988458,0.00008609412,0.0003365447,0.0002642307,0.0001386495,0.0003287452],"domain_scores_gemma":[0.9988283,0.0005934385,0.00004806445,0.0002898199,0.0001789921,0.00006137481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001511331,0.0002059182,0.000745324,0.0001788048,0.003366716,0.000003161847,0.0002088896,0.02599352,0.8637286,0.01395122,0.0003939382,0.09120882],"study_design_scores_gemma":[0.000449457,0.0001496574,0.001915595,0.000009906455,0.00260353,0.000008111384,0.0003679463,0.1456465,0.838964,0.007940362,0.001549381,0.0003956132],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0971693,0.0004097959,0.8995874,0.000004928031,0.00007374096,0.0001301601,0.0000184456,0.0001108605,0.002495367],"genre_scores_gemma":[0.9972324,0.00001741835,0.002235618,0.00003002768,0.00002621406,0.00002584787,0.00005742698,0.00002276404,0.0003522972],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9000631,"threshold_uncertainty_score":0.6316424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03700967189207593,"score_gpt":0.2758456495964935,"score_spread":0.2388359777044176,"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."}}