{"id":"W4280579237","doi":"10.2166/wqrj.2022.025","title":"Biofilm thickness restraint carriers enhance free nitrous acid inhibition for partial nitritation","year":2022,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Biofilm; Nitrous acid; Anammox; Ammonia; Moving bed biofilm reactor; Chemistry; Sewage treatment; Wastewater; Ammonium; Chemical engineering; Environmental engineering; Environmental science; Bacteria; Nitrogen; Biology; 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":[0.0001715694,0.00047354,0.000253874,0.0002540389,0.0001344644,0.0003679938,0.0002013105,0.0003208698,0.0007437298],"category_scores_gemma":[0.0003192136,0.0001758163,0.0002760989,0.0001550566,0.000145789,0.0003576795,0.0003154865,0.0003715489,0.0001492435],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002530579,"about_ca_system_score_gemma":0.0002206213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001240306,"about_ca_topic_score_gemma":0.0021682,"domain_scores_codex":[0.9998208,0.0000190005,0.00001360283,0.00003351734,0.00007544861,0.00003770332],"domain_scores_gemma":[0.999785,0.00003647846,0.00006783695,0.00001139067,0.00006520929,0.00003408266],"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":[0.00003759743,0.00002829315,0.00007886364,0.00004320716,0.000003459404,0.00001533397,0.00001566378,0.0001059423,0.9984601,0.00004039994,0.00002488836,0.001146283],"study_design_scores_gemma":[0.000007423456,0.0005568758,0.001244095,0.000009841162,0.00001908292,0.00003360707,0.00004047575,0.001446913,0.995554,0.00001936341,0.00105932,0.00000887489],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966614,0.0007358874,0.001645713,0.00003755455,0.0000381905,0.00002502185,0.00007135925,0.00003115386,0.0007537144],"genre_scores_gemma":[0.9946353,0.0005235659,0.003047671,0.00002898542,0.000007400391,0.00003158363,0.00009505657,0.00001433113,0.001616205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001240306,"threshold_uncertainty_score":0.002487957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07888654793488399,"score_gpt":0.3637420490234238,"score_spread":0.2848555010885399,"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."}}