{"id":"W4409742183","doi":"10.1016/j.jwpe.2025.107758","title":"A systematic review of nitrogen removal pathways in membrane aerated biofilm reactor (MABR) systems","year":2025,"lang":"en","type":"review","venue":"Journal of Water Process Engineering","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Northern British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biofilm; Aeration; Chemistry; Membrane reactor; Environmental chemistry; Microbiology; Membrane; Biochemistry; Biology; Bacteria; Organic chemistry","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":[0.002692883,0.001566411,0.003967125,0.01091908,0.000581142,0.001670569,0.001402422,0.001403291,0.003841638],"category_scores_gemma":[0.007661328,0.0007221682,0.004670535,0.01126143,0.0005443266,0.002140699,0.001005449,0.000881203,0.0006097962],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001649686,"about_ca_system_score_gemma":0.01006062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005735381,"about_ca_topic_score_gemma":0.01517074,"domain_scores_codex":[0.9978392,0.0004842643,0.0008575768,0.0002542103,0.0004723125,0.00009250698],"domain_scores_gemma":[0.9946278,0.002927036,0.001176597,0.000126994,0.00101491,0.0001267449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0001549018,0.00004144615,0.0004570628,0.7838216,0.001535741,0.0002217159,0.0001963978,0.0003458554,0.00143166,0.000626659,0.005651591,0.2055154],"study_design_scores_gemma":[0.000109757,0.0006930023,0.007282258,0.5657961,0.02069416,0.001465899,0.0004061944,0.0002977996,0.001752774,0.0008858218,0.4005112,0.0001051065],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005689187,0.9980965,0.000277932,0.0001788383,0.0001348895,0.00006511544,0.0003068445,0.00001012084,0.0003609068],"genre_scores_gemma":[0.002189169,0.9963504,0.000697773,0.0001838967,0.00004150602,0.00007770832,0.0002766426,0.000004108367,0.000178836],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01091908,"threshold_uncertainty_score":0.01424146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01340868347653644,"score_gpt":0.2366752268872467,"score_spread":0.2232665434107103,"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."}}