{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005017723,0.0004927022,0.0005570782,0.000239363,0.0002138568,0.0003850411,0.0003488124,0.000452337,0.0005530695],"category_scores_gemma":[0.0003604845,0.00008934891,0.0004943763,0.0002404562,0.000182828,0.0005044523,0.0001725243,0.0003513581,0.0002065061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003901355,"about_ca_system_score_gemma":0.000182934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001785032,"about_ca_topic_score_gemma":0.001493237,"domain_scores_codex":[0.9997707,0.00004713349,0.00001444329,0.00005124143,0.00007774252,0.00003881379],"domain_scores_gemma":[0.9998124,0.00004351865,0.00003813187,0.00001654831,0.00006538875,0.00002397669],"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":[0.0002565447,0.000165755,0.0002165903,0.00009437096,0.00001595903,0.00004881383,0.00003400661,0.0001908496,0.9953845,0.00003224779,0.0000264112,0.003534045],"study_design_scores_gemma":[0.00002263252,0.002610063,0.003201419,0.000006407945,0.00004827991,0.000136082,0.00002082738,0.0007804826,0.9919432,0.00001581894,0.001205461,0.000009418485],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99511,0.001032518,0.003050605,0.0000288322,0.0000140273,0.00004434819,0.0001127349,0.00005355962,0.0005535627],"genre_scores_gemma":[0.9929749,0.001351412,0.003948852,0.00003955774,0.00001253849,0.00002163921,0.0002563453,0.00001871832,0.001376115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001785032,"threshold_uncertainty_score":0.003549278,"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."}}