{"id":"W1556047640","doi":"10.2175/106143008x370377","title":"Comparison of the Modeling Approach between Membrane Bioreactor and Conventional Activated Sludge Processes","year":2009,"lang":"en","type":"article","venue":"Water Environment Research","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Canada Research Chairs","keywords":"Activated sludge; Membrane bioreactor; Bioreactor; Waste management; Membrane reactor; Environmental science; Chemistry; Membrane; Environmental engineering; Pulp and paper industry; Wastewater; Engineering; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0005030312,0.0004908279,0.0004244531,0.000271412,0.0003386458,0.000583321,0.001501797,0.0009241826,0.001935771],"category_scores_gemma":[0.0008435735,0.0002231149,0.0006892495,0.0004698383,0.0001235509,0.0007491726,0.0004880592,0.0006555954,0.0004997027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009364751,"about_ca_system_score_gemma":0.001192113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01157453,"about_ca_topic_score_gemma":0.006523206,"domain_scores_codex":[0.9997422,0.00007098351,0.00002168199,0.00003141483,0.0001105607,0.00002304089],"domain_scores_gemma":[0.9996474,0.0001270776,0.00002100739,0.00004777113,0.0001387616,0.00001804325],"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":[0.0001843462,0.0001636519,0.001680169,0.0002365375,0.00005477162,0.000119965,0.00008641391,0.93423,0.02295649,0.005602276,0.0006155444,0.03406991],"study_design_scores_gemma":[0.0000234499,0.0000401428,0.0004193533,0.000009018715,0.00001094045,0.00002460517,0.00001912997,0.9917577,0.004401389,0.000746859,0.002537887,0.000009486309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3028238,0.0007913744,0.6708557,0.0006512733,0.0001601266,0.000315702,0.001092373,0.001683336,0.02162637],"genre_scores_gemma":[0.7801189,0.001079579,0.2100302,0.0001372291,0.00004116366,0.0005348198,0.001010575,0.0002804131,0.006767094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01157453,"threshold_uncertainty_score":0.02301431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08745038668067338,"score_gpt":0.3194325837065057,"score_spread":0.2319821970258323,"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."}}