{"id":"W2127890211","doi":"10.1109/cdc.1996.573454","title":"Detection and diagnosis of oscillations in control loops","year":2002,"lang":"en","type":"article","venue":"","topic":"Control Systems in Engineering","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Computer science; Control (management); Control theory (sociology); 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004411347,0.0005803984,0.0004176371,0.001282394,0.0003075404,0.0005405989,0.0007170178,0.0009392523,0.001218386],"category_scores_gemma":[0.003552823,0.0002050356,0.0001928009,0.0003893273,0.0005974595,0.0005146396,0.0005405729,0.0005835871,0.0003344344],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001717835,"about_ca_system_score_gemma":0.0002820179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003805589,"about_ca_topic_score_gemma":0.000254265,"domain_scores_codex":[0.9989759,0.0001383066,0.00005061172,0.000252685,0.0004989923,0.0000835432],"domain_scores_gemma":[0.9978992,0.0009626464,0.0003985289,0.0002899481,0.0003731443,0.0000765864],"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":[0.0007882274,0.0001571035,0.009468043,0.0003343339,0.00004588771,0.001000074,0.0004456861,0.02405244,0.4347474,0.005122822,0.001384048,0.5224539],"study_design_scores_gemma":[0.0001288355,0.001098689,0.01999561,0.00006529036,0.00007210201,0.002885481,0.000133643,0.4720675,0.4855348,0.009736004,0.008163838,0.0001181696],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1177366,0.0002727977,0.8768531,0.0000964369,0.00006178781,0.00005597352,0.00006770329,0.003492333,0.00136331],"genre_scores_gemma":[0.8754284,0.00008934696,0.1231729,0.00004807108,0.00004001296,0.00003918354,0.00008606649,0.00007861639,0.001017397],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001282394,"threshold_uncertainty_score":0.004075885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0058100462510459,"score_gpt":0.1627922218709169,"score_spread":0.156982175619871,"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."}}