{"id":"W1491770197","doi":"10.1016/j.watres.2015.04.025","title":"Impact of FeCl3 dosing on AnMBR treatment of municipal wastewater","year":2015,"lang":"en","type":"article","venue":"Water Research","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":86,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Chemistry; Membrane fouling; Fouling; Biofouling; Chromatography; Membrane; Chemical engineering; Pulp and paper industry; Biochemistry","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":[0.0003558953,0.0002743885,0.000412978,0.0002507303,0.0004816841,0.0007860958,0.000307957,0.0008025473,0.002160445],"category_scores_gemma":[0.0007812671,0.0001291493,0.0004076246,0.0002114131,0.0002225621,0.0003206163,0.0002987652,0.0004438417,0.0004980642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000888322,"about_ca_system_score_gemma":0.0006566066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01283599,"about_ca_topic_score_gemma":0.0106277,"domain_scores_codex":[0.9994337,0.0001226568,0.00005145457,0.00005946086,0.0001916878,0.0001409926],"domain_scores_gemma":[0.9996529,0.0001161726,0.00004367492,0.00002530327,0.0001325326,0.00002947801],"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":[0.002449655,0.0001705352,0.001296451,0.0001598715,0.00002988666,0.0001362552,0.00008044259,0.0009958717,0.983352,0.00007318691,0.0002276879,0.01102813],"study_design_scores_gemma":[0.00001406664,0.0007069674,0.003503405,0.00001247587,0.00002790922,0.00003599452,0.00008527776,0.001297264,0.9930734,0.00002767151,0.001207705,0.000007736404],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973676,0.0003223397,0.0002758188,0.00009143302,0.00003563879,0.00001984144,0.0001839057,0.00002992436,0.00167347],"genre_scores_gemma":[0.9972653,0.0002324547,0.0004409146,0.00006626994,0.000007602317,0.000005615742,0.0001158861,0.00001149642,0.001854335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01283599,"threshold_uncertainty_score":0.02552253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1817725031729518,"score_gpt":0.4175087126234312,"score_spread":0.2357362094504794,"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."}}