{"id":"W2078102408","doi":"10.1016/j.envsoft.2009.06.003","title":"Multi-criteria analysis of wastewater treatment plant design and control scenarios under uncertainty","year":2009,"lang":"en","type":"article","venue":"Environmental Modelling & Software","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":76,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Controller (irrigation); Benchmark (surveying); Clarifier; Cascade; Control theory (sociology); Monte Carlo method; Process control; Process (computing); Effluent; Computer science; Control engineering; Engineering; Control (management); Environmental engineering; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001298671,0.0003689102,0.0004920754,0.0001042741,0.0001584158,0.00003101474,0.0001465493,0.0001038322,0.0005991136],"category_scores_gemma":[0.000001540935,0.0002847044,0.0002080694,0.0001423283,0.0001844463,0.0001644828,0.00005204543,0.00007215216,0.00005440085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003458681,"about_ca_system_score_gemma":0.000005192829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002364372,"about_ca_topic_score_gemma":0.00001390771,"domain_scores_codex":[0.9982615,0.0001107866,0.0003567245,0.0005676904,0.0002970322,0.0004063341],"domain_scores_gemma":[0.9992992,0.00007052736,0.0001166517,0.0003362809,0.000001481364,0.0001758482],"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":[0.0002055256,0.0005522566,0.01453949,0.000002141051,0.000482215,0.00002278653,0.0007848982,0.9313616,0.0509093,0.000001030992,0.00000900059,0.001129733],"study_design_scores_gemma":[0.002507971,0.0006693435,0.01709552,0.00001429662,0.001559364,0.00001370352,0.0001418275,0.9590601,0.01829025,0.0001391264,0.00008316794,0.0004252826],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8856797,0.000197703,0.1134389,0.00004965816,0.00002655178,0.0004195803,0.0001390729,0.00004483251,0.000004057835],"genre_scores_gemma":[0.919927,0.000110417,0.07944402,0.00009320234,0.00001198914,0.00001700764,0.0001600597,0.00002049513,0.000215826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03424731,"threshold_uncertainty_score":0.9999605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02373829857856688,"score_gpt":0.222978863717787,"score_spread":0.1992405651392201,"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."}}