{"id":"W2989218630","doi":"10.18178/ijesd.2019.10.9.1183","title":"Impact of Dissolved Oxygen Concentration and DPAOs: Nitrifiers Population Ratio on Nutrient Removal in EBPR Process","year":2019,"lang":"en","type":"article","venue":"International Journal of Environmental Science and Development","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Nutrient; Enhanced biological phosphorus removal; Oxygen; Nitrification; Population; Chemistry; Process (computing); Environmental chemistry; Environmental science; Activated sludge; Environmental engineering; Sewage treatment; Nitrogen; Computer science; Medicine","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002903836,0.0003646443,0.0005050511,0.0002003215,0.0001775043,0.0005548635,0.0002678748,0.0003572236,0.000478918],"category_scores_gemma":[0.0005362373,0.0001592487,0.0002226478,0.0001400676,0.0001977384,0.0003681958,0.0004591313,0.0004147411,0.0001684486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001864715,"about_ca_system_score_gemma":0.0002223135,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009835772,"about_ca_topic_score_gemma":0.001639768,"domain_scores_codex":[0.999562,0.00007622285,0.00004188195,0.000108847,0.0001476161,0.00006346504],"domain_scores_gemma":[0.9997548,0.00009186345,0.00005045458,0.00001344377,0.00004338454,0.00004602405],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002456587,0.0000733157,0.001068306,0.00009441326,0.00001324106,0.00005367893,0.00003532568,0.0002379106,0.9943503,0.00002015813,0.00001176537,0.003795957],"study_design_scores_gemma":[0.00001799771,0.0008927205,0.005977616,0.00001067139,0.00004927037,0.00008656534,0.0001060502,0.001299697,0.990647,0.00003282186,0.0008698698,0.000009848868],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982236,0.0004136929,0.0007321205,0.00005208273,0.000009349593,0.00001021863,0.00004223488,0.0000171316,0.0004995171],"genre_scores_gemma":[0.9965216,0.0005239091,0.002206744,0.00004727235,0.000006802127,0.00001460724,0.00008837535,0.00001140572,0.0005793346],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009835772,"threshold_uncertainty_score":0.001955748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007373942363166518,"score_gpt":0.2459991576213628,"score_spread":0.2386252152581963,"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."}}