{"id":"W2031188760","doi":"10.1016/s0376-7388(00)00604-9","title":"Chitosan/anionic surfactant complex membranes for the pervaporation separation of methanol/MTBE and characterization of the polymer/surfactant system","year":2001,"lang":"en","type":"article","venue":"Journal of Membrane Science","topic":"Membrane Separation and Gas Transport","field":"Engineering","cited_by":73,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Pervaporation; Pulmonary surfactant; Chitosan; Membrane; Methanol; Chemical engineering; Viscometer; Chemistry; Polymer; Ether; Polymer chemistry; Chromatography; Materials science; Viscosity; Organic chemistry; Permeation; Composite material","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":[0.0002609956,0.0003067401,0.0001867076,0.0003218662,0.0003302695,0.0002801444,0.0002001833,0.0004323219,0.0009583278],"category_scores_gemma":[0.0004023791,0.0001756628,0.000191899,0.0002504087,0.0002183561,0.0003321112,0.0001842852,0.0004431234,0.0001908268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005609064,"about_ca_system_score_gemma":0.000451487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00306326,"about_ca_topic_score_gemma":0.005666989,"domain_scores_codex":[0.9998435,0.0000197098,0.00001166505,0.00002171878,0.00007438017,0.00002903589],"domain_scores_gemma":[0.9998122,0.00004507253,0.0000317163,0.00001273261,0.00007410504,0.00002423281],"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":[0.00002947635,0.00000621254,0.00004480073,0.00001945134,0.000001994206,0.00001652178,0.000007790859,0.00005577115,0.999015,0.00005356799,0.00001442208,0.0007348504],"study_design_scores_gemma":[0.000003746685,0.00003109355,0.0003807416,0.000001240567,0.000005987727,0.00003974878,0.000007365866,0.0004980502,0.9987088,0.000009868959,0.000310325,0.000003144226],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904281,0.0008571516,0.007674762,0.0001580786,0.00002237521,0.00003320978,0.00007330967,0.00003817544,0.0007147448],"genre_scores_gemma":[0.9938381,0.0005069653,0.003771282,0.0000338447,0.000007353454,0.00001751366,0.00007979271,0.00001519218,0.001729961],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00306326,"threshold_uncertainty_score":0.006090879,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02156526074835586,"score_gpt":0.255423033134808,"score_spread":0.2338577723864521,"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."}}