{"id":"W3130198491","doi":"10.1016/j.chemosphere.2021.129937","title":"Modeling of the attached and suspended biomass fractions in a moving bed biofilm reactor","year":2021,"lang":"en","type":"article","venue":"Chemosphere","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nexen (Canada); University of Manitoba","funders":"","keywords":"Biomass (ecology); Hydraulic retention time; Steady state (chemistry); Calibration; Kinetics; Environmental science; Sensitivity (control systems); Stoichiometry; Materials science; Chemistry; Analytical Chemistry (journal); Chromatography; Environmental engineering; Mathematics; Wastewater; Statistics; Geology; Engineering","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":[0.0003684959,0.0008223617,0.0008925994,0.0002876999,0.0007557793,0.001111406,0.001095049,0.001923884,0.001406241],"category_scores_gemma":[0.0006197952,0.0006648071,0.001180768,0.0003135232,0.0005664668,0.0006987643,0.0004892668,0.0007408013,0.0001918342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001504775,"about_ca_system_score_gemma":0.001545956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06175598,"about_ca_topic_score_gemma":0.02183739,"domain_scores_codex":[0.9998842,0.00002158513,0.000005312261,0.00002781598,0.00002621466,0.00003470905],"domain_scores_gemma":[0.9997098,0.0001838228,0.00002522694,0.00001120562,0.00004115033,0.00002879809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000436908,0.00003972284,0.0005817501,0.00002051034,0.0000142406,0.00005078778,0.00001889555,0.9934725,0.004183793,0.0005262354,0.00006184702,0.0009860358],"study_design_scores_gemma":[0.000005037399,0.00002147619,0.0002406198,9.736318e-7,0.000004435262,0.000003316986,0.000007841342,0.9990232,0.0005760044,0.00007237019,0.00004129476,0.000003458705],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.95973,0.0003053059,0.03024742,0.0003910232,0.00005304895,0.00004775974,0.0002438765,0.0001135753,0.008868012],"genre_scores_gemma":[0.9926965,0.0001625302,0.002850023,0.00004245278,0.000008906414,0.00004353253,0.0001115717,0.00002309362,0.004061528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06175598,"threshold_uncertainty_score":0.1227931,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01611330208030122,"score_gpt":0.2280914659607028,"score_spread":0.2119781638804016,"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."}}