{"id":"W3138984884","doi":"10.1016/j.jmst.2021.01.063","title":"Superwetting polyethersulfone membrane functionalized with ZrO2 nanoparticles for polycyclic aromatic hydrocarbon removal","year":2021,"lang":"en","type":"article","venue":"Journal of Material Science and Technology","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":32,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Light Source (Canada); University of Alberta; Concordia University; University of Regina","funders":"","keywords":"Membrane; Permeation; Nanofiltration; Contact angle; Polycyclic aromatic hydrocarbon; Surface modification; Chemical engineering; Chemistry; Coating; Hydrocarbon; Nanoparticle; Materials science; Organic chemistry","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":[],"consensus_categories":[],"category_scores_codex":[0.0007507651,0.0001096435,0.0002317935,0.000184331,0.0002387574,0.00008004203,0.0003033624,0.0001036432,0.000170414],"category_scores_gemma":[0.0004915663,0.00007971303,0.00002412758,0.00090952,0.001233246,0.0003949591,0.0001385637,0.0001018729,0.000007014291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008435291,"about_ca_system_score_gemma":0.0001079933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001180839,"about_ca_topic_score_gemma":0.00001622414,"domain_scores_codex":[0.9986787,0.00002270945,0.0003328007,0.0002363547,0.0004366485,0.0002927781],"domain_scores_gemma":[0.9994307,0.00004660108,0.0002382462,0.0001816975,0.00003914474,0.00006366855],"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":[0.0000999385,0.0000324401,0.0005367952,0.000005824071,0.000009065234,0.00003570018,0.00004455493,0.00001023705,0.9910234,0.0004202798,0.00004754083,0.007734252],"study_design_scores_gemma":[0.0007491978,0.0003798307,0.0006401039,0.00002694563,0.00002426525,0.001624,0.0005114158,0.0001235548,0.9867451,0.005831843,0.003231657,0.0001121029],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940633,0.00008826434,0.0001024719,0.00493787,0.0002336912,0.000110505,0.00000130708,0.00005943967,0.0004032151],"genre_scores_gemma":[0.9896986,0.00003198656,0.01000214,0.0001026889,0.00003889983,0.000007488737,5.277685e-7,0.000008001365,0.000109689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009899666,"threshold_uncertainty_score":0.4543947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009679482746846768,"score_gpt":0.2297023378241541,"score_spread":0.2200228550773074,"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."}}