{"id":"W4396713313","doi":"10.1039/d4va00058g","title":"A review of current developments in graphene oxide–polysulfone derived membranes for water remediation","year":2024,"lang":"en","type":"review","venue":"Environmental Science Advances","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Polysulfone; Graphene; Membrane; Oxide; Environmental remediation; Current (fluid); Groundwater remediation; Materials science; Environmental science; Nanotechnology; Chemistry; Engineering; Contamination; Metallurgy; Ecology; Electrical engineering; Biology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001120057,0.0004842269,0.001079983,0.0003479991,0.0001385782,0.00002891822,0.001049,0.0001045173,0.000240732],"category_scores_gemma":[0.0001251181,0.0003210528,0.0002556569,0.001044945,0.00132167,0.001028689,0.0006276528,0.0002509253,0.0004542122],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007035566,"about_ca_system_score_gemma":0.00006575642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009036115,"about_ca_topic_score_gemma":0.00001936231,"domain_scores_codex":[0.9963048,0.00006764891,0.00113598,0.0010501,0.0008472587,0.0005942109],"domain_scores_gemma":[0.9989422,0.00007441184,0.0004206389,0.0004620299,0.000004465285,0.00009625611],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003881478,0.0000980823,0.00004189009,0.0498174,0.0000118363,0.000002278126,0.00008900175,0.00001864544,0.00647203,0.00001650163,0.00007053273,0.9433579],"study_design_scores_gemma":[0.0001263477,0.00004395376,0.00004677752,0.02564428,0.0001617743,0.000008984443,0.00003420792,0.000006248472,0.01877969,0.0002476667,0.9544213,0.0004787078],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001209632,0.9960289,0.000035118,0.00002858786,0.0003943932,0.002028236,0.00004785497,0.00005479067,0.0001724756],"genre_scores_gemma":[0.000795928,0.9966233,0.001553797,0.0000447856,0.00001702871,0.000753598,0.0001324228,0.00003176735,0.00004732947],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9543508,"threshold_uncertainty_score":0.9999242,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03390748792264927,"score_gpt":0.3342492434147305,"score_spread":0.3003417554920813,"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."}}