{"id":"W4385066819","doi":"10.32920/23726301.v1","title":"Membrane fouling remediation in ultrafiltration of latex contaminated wastewater","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Fouling; Membrane; Ultrafiltration (renal); Effluent; Chemistry; Ionic strength; Membrane fouling; Polyvinylidene fluoride; Zeta potential; Chromatography; Chemical engineering; Aqueous solution; Environmental engineering; Organic chemistry; Nanoparticle; Environmental science","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":[0.0002228762,0.0002772316,0.0003252389,0.0001496374,0.00021044,0.0003991117,0.0002145376,0.0003284017,0.0002374663],"category_scores_gemma":[0.0001973953,0.00008490086,0.0003369454,0.0001498578,0.0001341635,0.0002881979,0.0002013109,0.0002751511,0.0001187643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003062008,"about_ca_system_score_gemma":0.0002407039,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001368053,"about_ca_topic_score_gemma":0.001589534,"domain_scores_codex":[0.9998193,0.00003778512,0.00001443372,0.00003626693,0.00006353952,0.00002865809],"domain_scores_gemma":[0.9999377,0.0000112881,0.00001977458,0.000004868426,0.00001845938,0.000007923818],"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":[0.0000239399,0.0000110826,0.0001759383,0.00004113659,0.000003538943,0.00003271313,0.00001455389,0.00008573045,0.997422,0.00001637971,0.00001229343,0.002160772],"study_design_scores_gemma":[0.000003551143,0.000104067,0.001702883,0.000004196818,0.000008680953,0.00006957222,0.00001579085,0.0008442656,0.9967055,0.00001623315,0.0005216397,0.000003742644],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924779,0.00163977,0.005150763,0.00007458338,0.00001976442,0.00001247101,0.00004852771,0.0000425501,0.0005337363],"genre_scores_gemma":[0.9917306,0.001093511,0.005507967,0.00006457339,0.000008273849,0.00001380881,0.00007304832,0.00001370005,0.001494571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001368053,"threshold_uncertainty_score":0.002720177,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03126224990259328,"score_gpt":0.2627148154440918,"score_spread":0.2314525655414985,"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."}}