{"id":"W2750246026","doi":"10.1016/j.memsci.2017.08.039","title":"Prevention of peptide fouling on ion-exchange membranes during electrodialysis in overlimiting conditions","year":2017,"lang":"en","type":"article","venue":"Journal of Membrane Science","topic":"Membrane-based Ion Separation Techniques","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; Université Laval","keywords":"Fouling; Electrodialysis; Membrane; Demineralization; Chemical engineering; Reversed electrodialysis; Materials science; Chromatography; Chemistry; Composite material","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002892464,0.0003199531,0.0002400993,0.00009399367,0.0002589505,0.0003692473,0.0002803491,0.0003664659,0.0004275138],"category_scores_gemma":[0.0005338765,0.0001638072,0.0001943395,0.0001036188,0.0002218047,0.0004260496,0.0002789305,0.000423331,0.0001522833],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001976535,"about_ca_system_score_gemma":0.0002267517,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006129923,"about_ca_topic_score_gemma":0.001010313,"domain_scores_codex":[0.9997678,0.00003728562,0.0000162007,0.0000439213,0.00005713462,0.00007766367],"domain_scores_gemma":[0.9997554,0.00006530401,0.00006033376,0.00002629851,0.00006891305,0.00002382316],"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":[0.0001243416,0.00001408425,0.00008685973,0.00002341674,0.000004368596,0.00001665196,0.00002907129,0.00003060662,0.9984272,0.00001462515,0.00001599553,0.001212804],"study_design_scores_gemma":[0.000002785438,0.00005459786,0.0005630185,0.000001799338,0.000004622848,0.0000157273,0.00001012419,0.0001354486,0.9990541,0.000005502489,0.0001501486,0.000002074129],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965131,0.0004920206,0.002520312,0.00004175866,0.00002296246,0.00001296174,0.00003867559,0.00003006633,0.0003282716],"genre_scores_gemma":[0.9970674,0.0003321349,0.001901556,0.00003325112,0.000008275699,0.00001197213,0.00005261676,0.00001376754,0.0005789109],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006129923,"threshold_uncertainty_score":0.001529694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01998496191501449,"score_gpt":0.3026302114462094,"score_spread":0.282645249531195,"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."}}