{"id":"W2021537293","doi":"10.1002/cjce.21613","title":"Micellar enhanced ultrafiltration: A comparative study","year":2011,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polysulfone; Membrane; Ultrafiltration (renal); Micelle; Chemical engineering; Chromatography; Microporous material; Materials science; Phase inversion; Ammonium bromide; Chemistry; Aqueous solution; Pulmonary surfactant; Composite material; Organic chemistry","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001744597,0.00007890178,0.0001177697,0.00003788268,0.00004782936,0.00001856558,0.0003490446,0.00003548469,0.0006696812],"category_scores_gemma":[0.00006923553,0.00005737738,0.00003375822,0.0001620421,0.00009271313,0.0001031987,0.00001258332,0.0002135574,0.00004717879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001236235,"about_ca_system_score_gemma":0.00004098102,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007724798,"about_ca_topic_score_gemma":0.0008636829,"domain_scores_codex":[0.9994276,0.00001285894,0.0002057822,0.00006708921,0.0001354587,0.0001512726],"domain_scores_gemma":[0.9996016,0.00003142939,0.000076217,0.0001282855,0.00001578807,0.0001467039],"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":[0.00002001805,0.00004975186,0.001394808,0.000004267114,0.00006242114,0.00004254358,0.01750723,0.01255251,0.9668739,0.0002709745,0.0008266931,0.0003948766],"study_design_scores_gemma":[0.0001838383,0.00007869823,0.001405309,0.000008030675,0.00001576456,0.00003995892,0.0003934617,0.0006903592,0.9966938,0.0001300062,0.0002609109,0.00009984659],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960721,0.00002602374,0.0004038632,0.00007249181,0.00007827445,0.00009795833,5.272711e-7,0.00001384838,0.003234939],"genre_scores_gemma":[0.9990745,3.400918e-7,0.0008378347,0.00002457401,0.0000264983,0.0000027427,1.861635e-7,0.000005194291,0.00002813804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0298199,"threshold_uncertainty_score":0.733254,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02518071750285407,"score_gpt":0.2133755377338457,"score_spread":0.1881948202309916,"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."}}