{"id":"W2979126343","doi":"10.1016/j.progpolymsci.2019.101166","title":"Superhydrophilic and underwater superoleophobic membranes - A review of synthesis methods","year":2019,"lang":"en","type":"review","venue":"Progress in Polymer Science","topic":"Surface Modification and Superhydrophobicity","field":"Materials Science","cited_by":376,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Natural Resources Canada; Iran National Science Foundation","keywords":"Superhydrophilicity; Biofouling; Membrane; Petrochemical; Wetting; Materials science; Chemical engineering; Fouling; Adsorption; Wastewater; Petroleum industry; Membrane fouling; Industrial wastewater treatment; Papermaking; Waste management; Environmental science; Environmental engineering; Chemistry; Composite material; Organic chemistry; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004706057,0.0005558091,0.002573095,0.0006293564,0.0001396882,0.0001426696,0.001657324,0.000225195,0.0005003642],"category_scores_gemma":[0.0002871423,0.0003991445,0.0002731545,0.001793951,0.00248617,0.000471462,0.0005510245,0.0002885755,0.0001246064],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001187887,"about_ca_system_score_gemma":0.0007761667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006209886,"about_ca_topic_score_gemma":0.00000253509,"domain_scores_codex":[0.9948975,0.0009659897,0.001285867,0.001325017,0.0008177841,0.0007078561],"domain_scores_gemma":[0.9973496,0.0006689014,0.0003938477,0.001262807,0.0001272606,0.000197601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000003460061,0.00008019461,0.00004785783,0.1112968,0.00001006265,0.000004805765,0.0001463157,2.927901e-8,0.001153635,0.0001100808,0.000005838347,0.887141],"study_design_scores_gemma":[0.0005161091,0.0001866124,0.00005267049,0.3331864,0.001521175,0.0004148047,0.0001159391,0.0003632967,0.356573,0.000105027,0.3039007,0.003064274],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001085053,0.9971255,0.00001311287,0.0001354699,0.0004444298,0.0008938104,0.00003502261,0.00005049718,0.000217123],"genre_scores_gemma":[0.00212426,0.9954891,0.001795022,0.0001056118,0.00002162703,0.0003306201,0.000004124492,0.00004313443,0.00008651249],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8840767,"threshold_uncertainty_score":0.999846,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07440265817195546,"score_gpt":0.4018235928624161,"score_spread":0.3274209346904606,"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."}}