{"id":"W2978762879","doi":"10.3390/pr7100682","title":"Economic MPC of Wastewater Treatment Plants Based on Model Reduction","year":2019,"lang":"en","type":"article","venue":"Processes","topic":"Advanced Control Systems Optimization","field":"Engineering","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Reduction (mathematics); Sewage treatment; Wastewater; Economic model; Environmental science; Pulp and paper industry; Waste management; Economics; Environmental engineering; Mathematics; Engineering; Microeconomics","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":[0.00001483768,0.00008044644,0.0001152499,0.0000497711,0.000008311994,0.000005851964,0.00003531701,0.00002871994,0.00001595596],"category_scores_gemma":[0.0000027274,0.00006966358,0.00001435401,0.00002380608,0.000003744948,0.0001122361,0.000001904345,0.00001625377,0.00004841745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001013199,"about_ca_system_score_gemma":0.00002607791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004205403,"about_ca_topic_score_gemma":0.000002942598,"domain_scores_codex":[0.9996643,0.000003099326,0.0001164244,0.00009619801,0.00003944302,0.00008055571],"domain_scores_gemma":[0.999813,0.00001218322,0.0000313688,0.0001136099,0.000014395,0.00001547046],"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":[0.00002616776,0.00001155279,0.00008199321,0.0002422537,0.000009821068,7.451175e-8,0.00007500764,0.9945568,0.00450805,0.000007958794,0.00001178988,0.0004685301],"study_design_scores_gemma":[0.000404373,0.00005559631,0.000004893398,0.00004234903,0.000004912964,7.540627e-7,0.00001791253,0.9046493,0.09458405,0.00005774676,0.0001128668,0.00006527809],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9673461,0.0003708471,0.02503974,0.00003166714,0.0003384493,0.0004961192,0.00003745813,0.0002392674,0.006100388],"genre_scores_gemma":[0.998669,0.00006057277,0.0009418084,0.000002279127,0.00002857656,0.00003654796,0.00001448904,0.00001918964,0.0002275759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09007599,"threshold_uncertainty_score":0.2840798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0074517770692208,"score_gpt":0.2002362865439446,"score_spread":0.1927845094747238,"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."}}