{"id":"W3015469851","doi":"10.2166/wst.2020.170","title":"‘Nitrification kinetics and microbial community dynamics of attached biofilm in wastewater treatment’","year":2020,"lang":"en","type":"article","venue":"Water Science & Technology","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Mitacs; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada; Ontario Genomics","keywords":"Nitrospira; Nitrification; Anammox; Nitrosomonas; Denitrification; Nitrifying bacteria; Environmental chemistry; Biofilm; Microbial population biology; Nitrogen cycle; Wastewater; Sewage treatment; Chemistry; Biology; Microbiology; Environmental engineering; Bacteria; Environmental science; Nitrogen; Denitrifying 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":[0.0003829346,0.0002542332,0.0003117872,0.000177208,0.0002463921,0.0004299646,0.0001856591,0.0002818273,0.0005254466],"category_scores_gemma":[0.0002677119,0.0001515281,0.0002293706,0.0001599819,0.0001780067,0.0002647465,0.000204314,0.0002239192,0.0001571348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002035583,"about_ca_system_score_gemma":0.0001881862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003798652,"about_ca_topic_score_gemma":0.004326126,"domain_scores_codex":[0.9998222,0.00003251555,0.00001194744,0.0000560319,0.00005454518,0.00002281823],"domain_scores_gemma":[0.9999027,0.00001777351,0.00001649173,0.000005575631,0.00003955847,0.0000179181],"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":[0.0001328755,0.00003439997,0.00272242,0.00002672359,0.000006726185,0.00001985317,0.00005782422,0.00009512396,0.9955294,0.00001066422,0.00001279501,0.001351209],"study_design_scores_gemma":[0.00001925723,0.001241388,0.1828906,0.00001777243,0.0000365973,0.0001402327,0.0003940168,0.004485849,0.8095422,0.00006302892,0.001145943,0.00002304063],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990614,0.000171187,0.0004058803,0.000006938425,0.00000451009,0.000006794516,0.0001113607,0.000003991236,0.0002279884],"genre_scores_gemma":[0.9976085,0.0001495204,0.0009062467,0.000011554,0.000002660217,0.00001479216,0.0003771659,0.00000439152,0.0009250567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003798652,"threshold_uncertainty_score":0.007553101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01787033444434474,"score_gpt":0.2281603655601692,"score_spread":0.2102900311158245,"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."}}