{"id":"W2413262586","doi":"10.2175/106143009x12487095236757","title":"Effect of Membranes on Refractory Dissolved Organic Nitrogen","year":2010,"lang":"en","type":"article","venue":"Water Environment Research","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Anoxic waters; Membrane bioreactor; Chemistry; Aeration; Effluent; Wastewater; Membrane; Membrane fouling; Nitrogen; Dissolved organic carbon; Fouling; Environmental chemistry; Bioreactor; Pulp and paper industry; Environmental engineering; Environmental science; Biochemistry; Organic chemistry","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":[0.0003868345,0.0004714215,0.0005411637,0.0001716859,0.0003471574,0.0005017632,0.0002123706,0.0004804898,0.0004449715],"category_scores_gemma":[0.001079085,0.0001611907,0.0004940896,0.0001667928,0.0001919013,0.0004641719,0.0003211388,0.0002991094,0.0001260821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007037887,"about_ca_system_score_gemma":0.0003237786,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003502397,"about_ca_topic_score_gemma":0.003472274,"domain_scores_codex":[0.9996595,0.00009363073,0.00002748542,0.00006931627,0.00007734905,0.00007268439],"domain_scores_gemma":[0.9996036,0.0001502461,0.0000799624,0.00003750952,0.0000880476,0.00004071231],"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":[0.0004679431,0.00005542264,0.0005883042,0.00008494827,0.00002093633,0.00005985774,0.00002939303,0.0002900683,0.995402,0.00001821957,0.00002372162,0.002959226],"study_design_scores_gemma":[0.00001427896,0.0008975461,0.00373435,0.000007666119,0.00002464545,0.00006078599,0.0000375614,0.0004081434,0.9939187,0.00001481809,0.0008743581,0.000007174334],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985687,0.0006112474,0.0002954305,0.0000278544,0.00001555108,0.00001127127,0.0000594937,0.00001370659,0.0003966198],"genre_scores_gemma":[0.9971769,0.0004338574,0.001290924,0.00003293368,0.000009885747,0.00001786602,0.00009663391,0.000007578379,0.0009333575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003502397,"threshold_uncertainty_score":0.006964028,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0175564333439239,"score_gpt":0.2954577123533557,"score_spread":0.2779012790094318,"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."}}