{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.007592582,0.0001645161,0.0001942776,0.0001455101,0.00217216,0.0002188005,0.0004613194,0.00006719898,0.001928696],"category_scores_gemma":[0.0001855793,0.0001244408,0.0002027203,0.0002607325,0.0003358271,0.0004157317,0.000556141,0.0008212762,0.0001318911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008302828,"about_ca_system_score_gemma":0.00006587426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005228386,"about_ca_topic_score_gemma":0.00009171321,"domain_scores_codex":[0.9947338,0.001766542,0.0004813988,0.0003940522,0.001698938,0.0009252723],"domain_scores_gemma":[0.9990948,0.0001048968,0.00009876843,0.0003336847,0.00008532419,0.0002824797],"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":[0.00104392,0.0002614458,0.002119348,0.00002184338,0.00006306803,0.0001103086,0.00470286,0.0002732166,0.9825187,0.0001677604,0.006238877,0.002478662],"study_design_scores_gemma":[0.002227635,0.0009896782,0.001000045,0.00001227787,0.00002569974,0.0003094792,0.003812237,0.0002018691,0.9490539,0.0329798,0.009076052,0.0003113353],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947218,0.00004532107,0.0008322761,0.003216084,0.0002385585,0.0005420533,0.0001125561,0.00002964972,0.0002617587],"genre_scores_gemma":[0.9934878,0.00001028463,0.004752452,0.0001021506,0.000275227,0.0002267863,0.0001175126,0.00002510717,0.001002658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0334648,"threshold_uncertainty_score":0.9991269,"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."}}