{"id":"W4323667522","doi":"10.1080/1573062x.2023.2183136","title":"Stormwater treatment using an ultrafiltration membrane and pulsatile fluid flow","year":2023,"lang":"en","type":"article","venue":"Urban Water Journal","topic":"Urban Stormwater Management Solutions","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vetenskapsrådet; VINNOVA","keywords":"Ultrafiltration (renal); Environmental science; Stormwater; Turbidity; Membrane; Environmental engineering; Suspended solids; Sedimentation; Total suspended solids; Membrane fouling; Productivity; Chemistry; Chromatography; Sewage treatment; Fouling; Chemical oxygen demand; Sediment; Wastewater; Geology; Surface runoff","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0002629478,0.0003004714,0.0004573434,0.0003355142,0.0003450069,0.0003583606,0.0002424757,0.0005016847,0.0004171376],"category_scores_gemma":[0.0001811137,0.0001612889,0.0005988916,0.0004101007,0.0001815049,0.0003681308,0.0002549031,0.0003903822,0.0001330513],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003872498,"about_ca_system_score_gemma":0.0003297077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001501401,"about_ca_topic_score_gemma":0.001223555,"domain_scores_codex":[0.9997212,0.00003084441,0.0000251335,0.00005835616,0.0001160801,0.00004836613],"domain_scores_gemma":[0.9999294,0.00001124941,0.00001903425,0.000006259125,0.00002332868,0.00001057326],"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":[0.00006135525,0.00002626509,0.000232856,0.0000553121,0.000005102648,0.00001872633,0.00001374515,0.0001492319,0.9951756,0.00004499583,0.0000275365,0.00418922],"study_design_scores_gemma":[0.00001177651,0.0002648166,0.002380945,0.000003541242,0.00001375575,0.0000677826,0.00001664185,0.001334619,0.9946054,0.00002911495,0.001266254,0.000005470808],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9785476,0.0009917455,0.01904633,0.0001139657,0.00005957618,0.0000617586,0.0001270026,0.0001282918,0.0009236026],"genre_scores_gemma":[0.976855,0.0009254265,0.01998308,0.00009119044,0.00002880981,0.00007742119,0.0001644314,0.00001679984,0.001857821],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001501401,"threshold_uncertainty_score":0.002985299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03231850354156619,"score_gpt":0.2370368318148315,"score_spread":0.2047183282732653,"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."}}