{"id":"W3191867295","doi":"10.1016/j.jhazmat.2021.126862","title":"The influent COD/N ratio controlled the linear alkylbenzene sulfonate biodegradation and extracellular polymeric substances accumulation in an oxygen-based membrane biofilm reactor","year":2021,"lang":"en","type":"article","venue":"Journal of Hazardous Materials","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Huazhong Agricultural University; Canada Research Chairs; University of Alberta","keywords":"Biodegradation; Chemical oxygen demand; Chemistry; Extracellular polymeric substance; Nitrification; Nitrosomonas; Environmental chemistry; Biofilm; Nitrogen; Bacteria; Organic chemistry; Environmental engineering; Wastewater; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001062078,0.0001652779,0.0003369285,0.00004468413,0.0001870019,0.0002446815,0.0001727864,0.00005965725,0.0002116344],"category_scores_gemma":[0.00006449444,0.00008633633,0.00007249631,0.000156143,0.0001018586,0.0003541671,0.00003158391,0.00007914238,0.00001203355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008513811,"about_ca_system_score_gemma":0.00005281372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008563948,"about_ca_topic_score_gemma":0.0001978937,"domain_scores_codex":[0.9980947,0.0004776721,0.0006763702,0.0001653139,0.0003765934,0.0002093531],"domain_scores_gemma":[0.9989696,0.0001805754,0.0005392471,0.0001966605,0.00004529923,0.0000686221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0009988819,0.00009104022,0.002358103,0.000004684392,0.0000375811,0.0000609853,0.0001646938,0.0007140879,0.994795,0.0000180211,0.00001358239,0.000743292],"study_design_scores_gemma":[0.00359756,0.0001527919,0.0170465,0.00002194443,0.00007226969,0.00005920152,0.0001696166,0.001247168,0.9767234,0.00008020824,0.0007139309,0.0001154069],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962821,0.001873189,0.00003852922,0.001197983,0.0002951941,0.0002828302,0.00001158553,0.000007454305,0.00001115865],"genre_scores_gemma":[0.9986978,0.0002908923,0.0006919086,0.00007321101,0.0001043437,0.000008669144,0.0000245439,0.00001350805,0.00009510492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01807165,"threshold_uncertainty_score":0.3520693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02021255734525314,"score_gpt":0.2554858938944752,"score_spread":0.235273336549222,"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."}}