{"id":"W2947338363","doi":"10.3390/membranes12040418","title":"Comparison between Thermophilic and Mesophilic Membrane-Aerated Biofilm Reactors—A Modeling Study","year":2022,"lang":"en","type":"article","venue":"Membranes","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lakehead University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biofilm; Mesophile; Aeration; Thermophile; Oxygen; Bioreactor; Wastewater; Chemical engineering; Chemical oxygen demand; Biodegradation; Chemistry; Substrate (aquarium); Membrane reactor; Membrane; Environmental engineering; Environmental chemistry; Materials science; Waste management; Environmental science; Bacteria; Biology; Ecology; Organic chemistry; 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":[0.0005417353,0.0006701365,0.0008792773,0.0003877294,0.0003913644,0.0009216861,0.0009001318,0.001412987,0.0007737501],"category_scores_gemma":[0.0007559374,0.0003000385,0.001379928,0.0003441292,0.00027125,0.0007628905,0.0003456926,0.0005146578,0.0001790495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008030242,"about_ca_system_score_gemma":0.0007151469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01133084,"about_ca_topic_score_gemma":0.004831031,"domain_scores_codex":[0.9998204,0.00006362958,0.00001245787,0.00003377106,0.00004079457,0.00002894349],"domain_scores_gemma":[0.9996173,0.000257516,0.00004737404,0.00001783349,0.0000483742,0.00001149124],"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":[0.000138323,0.0001161096,0.001477639,0.00014394,0.00003760777,0.0001072129,0.00004574035,0.9687761,0.02202118,0.00258605,0.00008558358,0.00446456],"study_design_scores_gemma":[0.00001282894,0.0001334536,0.000553933,0.000006225336,0.00001438731,0.00001576222,0.00001653616,0.9953628,0.003286734,0.0003339591,0.0002544901,0.000009005374],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9032657,0.001636218,0.08565374,0.0003207873,0.00003445723,0.0001013278,0.000301963,0.000126076,0.008559649],"genre_scores_gemma":[0.9904878,0.0007360114,0.006977131,0.00002349354,0.00001097018,0.0001034253,0.0001018692,0.00001542261,0.001543936],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01133084,"threshold_uncertainty_score":0.02252978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0374212818095998,"score_gpt":0.2655863994258817,"score_spread":0.2281651176162819,"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."}}