{"id":"W3010811469","doi":"10.1016/j.scitotenv.2020.137983","title":"Full-scale membrane bioreactor process WWTPs in East Taihu basin: Wastewater characteristics, energy consumption and sustainability","year":2020,"lang":"en","type":"article","venue":"The Science of The Total Environment","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"Fundamental Research Funds for the Central Universities; Major Science and Technology Program for Water Pollution Control and Treatment","keywords":"Environmental science; Effluent; Wastewater; Membrane bioreactor; Sewage treatment; Environmental engineering; Energy consumption; Aeration; Sustainability; Waste management; Engineering; Ecology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002164662,0.0002411291,0.0003400996,0.0004052967,0.0005514496,0.0004306414,0.0002097913,0.0003061587,0.0006249264],"category_scores_gemma":[0.0001387755,0.00009637645,0.0003316509,0.0006049947,0.0001647905,0.0006036932,0.0002281533,0.0001544411,0.00008372319],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007227579,"about_ca_system_score_gemma":0.0008772455,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02770431,"about_ca_topic_score_gemma":0.03573813,"domain_scores_codex":[0.9998963,0.0000121251,0.00001063594,0.00002454682,0.00002927678,0.00002705659],"domain_scores_gemma":[0.9999437,0.00001070226,0.000009752343,0.000002548193,0.00002317132,0.00001008846],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007169253,0.0003331348,0.05414758,0.0002079234,0.00007359734,0.0008972859,0.0005476947,0.004381664,0.9231026,0.0001665803,0.0001779613,0.01524713],"study_design_scores_gemma":[0.00005445761,0.001137568,0.6590027,0.00002740602,0.0001788064,0.0005198224,0.002924239,0.02337332,0.3103639,0.0002946566,0.002072515,0.00005064548],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996613,0.00004281726,0.0001141621,0.00001211222,0.000001455682,0.0000045221,0.00005371676,0.000004037384,0.0001058304],"genre_scores_gemma":[0.999087,0.000063504,0.0002542193,0.000008167473,0.000001981435,0.000009102633,0.0001097967,0.000001625932,0.0004646391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02770431,"threshold_uncertainty_score":0.05508608,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009009977467612762,"score_gpt":0.1952194737038778,"score_spread":0.186209496236265,"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."}}