{"id":"W1999276374","doi":"10.1080/09593331003743112","title":"Autotrophic nitrogen‐removing biofilms on porous and non‐porous membranes","year":2010,"lang":"en","type":"article","venue":"Environmental Technology","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Autotroph; Denitrification; Nitrification; Membrane; Biomass (ecology); Wastewater; Nitrate; Chemistry; Nitrogen; Sewage treatment; Biofilm; Biofouling; Chemical engineering; Environmental engineering; Pulp and paper industry; Environmental science; Ecology; Organic chemistry; Bacteria; Biology","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":[0.0002791228,0.0002514715,0.0002669236,0.0002013036,0.0001741374,0.0004207248,0.0003367055,0.0003656801,0.000278449],"category_scores_gemma":[0.0002515938,0.0002120838,0.0002895046,0.0001282485,0.0001745808,0.0003973275,0.0003817946,0.0002681153,0.000199243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003700974,"about_ca_system_score_gemma":0.0001828039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001887082,"about_ca_topic_score_gemma":0.004051853,"domain_scores_codex":[0.9997434,0.00003314122,0.00001360417,0.00003154929,0.000131369,0.00004702167],"domain_scores_gemma":[0.9998835,0.00003185267,0.00002337331,0.00001548222,0.00003019889,0.00001554319],"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":[0.00002541278,0.00001373424,0.0001340248,0.00006864408,0.000005945986,0.00005958489,0.00002867723,0.0005484535,0.9958496,0.000220847,0.0000447321,0.00300034],"study_design_scores_gemma":[0.00001517275,0.0002134807,0.003920362,0.00003147787,0.00001767035,0.0001754471,0.00007139146,0.00593832,0.9856486,0.0002146757,0.003733504,0.00001994404],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936484,0.001861698,0.00278053,0.0000598312,0.00002198814,0.00001608119,0.00006686095,0.00003410692,0.001510496],"genre_scores_gemma":[0.9880037,0.002668598,0.006428939,0.00002119323,0.00001187693,0.00002044737,0.0001008777,0.0000138596,0.002730442],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001887082,"threshold_uncertainty_score":0.003752172,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003841708760408949,"score_gpt":0.1826946618101415,"score_spread":0.1788529530497325,"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."}}