{"id":"W2606747375","doi":"10.1002/cjce.22866","title":"Process operating performance optimality assessment with coexistence of quantitative and qualitative information","year":2017,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Fault Detection and Control Systems","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Process (computing); Computer science; Mathematical optimization; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003793455,0.0008601574,0.0007821483,0.003837093,0.0005231538,0.001637606,0.0006369356,0.0006274691,0.001178209],"category_scores_gemma":[0.009651967,0.0003055108,0.0005539258,0.001517328,0.001079123,0.002100406,0.001323266,0.0007616832,0.0001415259],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00147253,"about_ca_system_score_gemma":0.0014663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002633455,"about_ca_topic_score_gemma":0.00138994,"domain_scores_codex":[0.9966191,0.001034379,0.0003854289,0.0005437934,0.001253705,0.0001635518],"domain_scores_gemma":[0.9946068,0.002806217,0.0008007429,0.0002939542,0.001392242,0.0001001005],"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":[0.0006725343,0.0002831192,0.0214435,0.0006669259,0.0001283522,0.000285823,0.0004558535,0.560171,0.03851533,0.06715868,0.00105593,0.3091629],"study_design_scores_gemma":[0.00001477915,0.00009138617,0.001776403,0.00002072327,0.00002380071,0.00004705826,0.00006409067,0.9686536,0.00898029,0.01956183,0.000732364,0.0000336712],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04201473,0.0001515904,0.954722,0.0000839456,0.00001555197,0.00007420067,0.00006732725,0.000224207,0.002646447],"genre_scores_gemma":[0.8544184,0.0001227593,0.1445352,0.0000307754,0.00001487741,0.0001067168,0.0001164863,0.00002674501,0.0006279906],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003837093,"threshold_uncertainty_score":0.02006191,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0159883908683462,"score_gpt":0.2761503041077248,"score_spread":0.2601619132393787,"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."}}