{"id":"W2338181669","doi":"10.2166/wqrjc.2015.011","title":"Membrane fouling remediation in ultrafiltration of latex contaminated wastewater","year":2015,"lang":"en","type":"article","venue":"Water Quality Research Journal","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Chemistry; Fouling; Membrane; Ultrafiltration (renal); Effluent; Ionic strength; Membrane fouling; Zeta potential; Polyvinylidene fluoride; Chromatography; Chemical engineering; Aqueous solution; Environmental engineering; Nanoparticle; Organic chemistry","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":[0.0002598865,0.0003420139,0.0003666296,0.0001891398,0.0002366752,0.0004403533,0.0002092311,0.0003453172,0.0002306468],"category_scores_gemma":[0.0002903756,0.0001041627,0.0004112461,0.0001594936,0.0001506335,0.0003213587,0.0002230541,0.0002959543,0.0001044581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003127673,"about_ca_system_score_gemma":0.0002747893,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001019142,"about_ca_topic_score_gemma":0.00138902,"domain_scores_codex":[0.9997763,0.00005180798,0.00002016977,0.00003732045,0.00007956131,0.00003483957],"domain_scores_gemma":[0.9998893,0.00002086583,0.00003793378,0.00000846824,0.00003001061,0.00001342285],"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":[0.00002887393,0.00001217577,0.0002622307,0.00005170365,0.0000055007,0.00003411278,0.00001960367,0.0000889122,0.9977449,0.00001695494,0.000007323045,0.001727735],"study_design_scores_gemma":[0.000003672372,0.0001451882,0.001724728,0.00000427462,0.00001426252,0.00007687118,0.00002092328,0.0006941755,0.9967861,0.00001802159,0.0005070518,0.000004716907],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9942496,0.001432579,0.003865531,0.00005649179,0.00001572315,0.00001079899,0.0000281484,0.00002863337,0.0003125382],"genre_scores_gemma":[0.9947003,0.0009653679,0.003459891,0.00004211444,0.000008653539,0.000008593971,0.00004130243,0.00000933974,0.0007643556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001019142,"threshold_uncertainty_score":0.002269268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.176171996783246,"score_gpt":0.4011873254233358,"score_spread":0.2250153286400899,"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."}}