{"id":"W2155663940","doi":"10.1109/acc.2000.879509","title":"A necessary condition for consistency of noisy experimental closed-loop frequency-response data with SISO coprime factor models","year":2000,"lang":"en","type":"article","venue":"","topic":"Control Systems and Identification","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Coprime integers; Consistency (knowledge bases); Computation; Control theory (sociology); Singular value; Closed loop; Mathematics; Computer science; Loop (graph theory); Frequency response; Applied mathematics; Algorithm; Artificial intelligence; Control (management); Engineering; Control engineering","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":[0.0001363344,0.0001413427,0.0002273725,0.00005979502,0.00004940538,0.00003633556,0.0002077639,0.00006528929,0.0006694612],"category_scores_gemma":[0.00001005597,0.0001235439,0.00004210191,0.00007815768,0.00003740563,0.0005616916,0.00001244837,0.00004396644,0.00002155257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004789769,"about_ca_system_score_gemma":0.00004404727,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002666583,"about_ca_topic_score_gemma":0.00007079401,"domain_scores_codex":[0.9990895,0.00003202537,0.000336934,0.0002334845,0.000150976,0.0001570956],"domain_scores_gemma":[0.9991876,0.00008894962,0.00005066932,0.0005584138,0.00006038247,0.00005399264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0009238787,0.0002060831,0.0001312049,0.0001700293,0.0002611362,0.000003284755,0.0006667222,0.007925223,0.9787621,0.001532331,0.004875137,0.004542905],"study_design_scores_gemma":[0.005701086,0.0005642758,0.004063,0.0001873347,0.0001342234,0.00002716112,0.001048378,0.8437488,0.1402539,0.0004666099,0.002958845,0.0008464406],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812508,0.0008760183,0.01182876,0.00004471142,0.000106059,0.0007673414,0.0007940383,0.0001721672,0.004160066],"genre_scores_gemma":[0.997642,0.00001422244,0.0009899017,0.00001432256,0.00003482461,0.00008769213,0.0002942479,0.00002863947,0.0008941749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8385082,"threshold_uncertainty_score":0.733013,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02843748277075004,"score_gpt":0.257949764142185,"score_spread":0.2295122813714349,"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."}}