{"id":"W2367267742","doi":"","title":"A Survey of Control Loop Performance Assessment","year":2009,"lang":"en","type":"article","venue":"Control Engineering of China","topic":"Industrial Technology and Control Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Control (management); Loop (graph theory); Engineering; Computer science; Control engineering; Artificial intelligence; Mathematics","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":[0.0005792747,0.0002149606,0.0006496403,0.0001629858,0.00002168205,0.000007292377,0.0002648412,0.0002148672,0.00001174766],"category_scores_gemma":[0.00009251732,0.0002117944,0.00009324268,0.0002046368,0.00002811721,0.00009674796,0.000006037823,0.0003189727,0.000003079012],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004513386,"about_ca_system_score_gemma":0.00003270751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002865052,"about_ca_topic_score_gemma":0.00000216199,"domain_scores_codex":[0.9988329,0.00003299761,0.0005277841,0.0001311811,0.0001742001,0.0003009167],"domain_scores_gemma":[0.99934,0.0001107676,0.000100806,0.000322064,0.00007272195,0.00005361849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001160597,0.00007843966,0.01397745,0.0001711945,0.0003232655,0.000004573705,0.00003753116,0.9207839,0.04277663,0.001816408,0.000149158,0.01976538],"study_design_scores_gemma":[0.002714056,0.0002059135,0.4231614,0.0000698535,0.00003387459,0.000003099934,0.00000139404,0.571963,0.001598113,0.00001176859,0.0000773678,0.0001601561],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8798784,0.001406796,0.1151375,0.00008003452,0.0006893266,0.0005320531,0.00006467885,0.0004953354,0.001715842],"genre_scores_gemma":[0.9997486,0.0000205903,0.0000917353,0.00001032998,0.00006596141,0.00001672534,0.000005090707,0.0000225127,0.00001847399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.409184,"threshold_uncertainty_score":0.8636725,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00639227619401254,"score_gpt":0.1992853599895495,"score_spread":0.192893083795537,"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."}}