{"id":"W4285188939","doi":"10.3808/jeil.202200083","title":"Perspectives on Surface Functionalization of Polymeric Membranes with Metal and Metal-Oxide Nanoparticles for Water/Wastewater Treatment","year":2022,"lang":"en","type":"article","venue":"Journal of Environmental Informatics Letters","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; Memorial University of Newfoundland","funders":"Canada Research Chairs","keywords":"Membrane; Surface modification; Biofouling; Materials science; Filtration (mathematics); Membrane fouling; Fouling; Chemical engineering; Nanoparticle; Nanotechnology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007340502,0.0008691773,0.0006048875,0.0008740969,0.0002571793,0.0007619885,0.0005405758,0.001131476,0.001231615],"category_scores_gemma":[0.0002404213,0.0002888614,0.0007511578,0.0005662275,0.0004211258,0.001335605,0.0004771729,0.00107689,0.0006392036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005570989,"about_ca_system_score_gemma":0.0003903919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005297766,"about_ca_topic_score_gemma":0.0008738409,"domain_scores_codex":[0.9997628,0.00006021258,0.00002480051,0.00004263242,0.00007013958,0.00003932846],"domain_scores_gemma":[0.9998761,0.00004681197,0.0000169278,0.000008472505,0.00004245551,0.00000925194],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002128756,0.0002999208,0.0003543775,0.01007364,0.0001503298,0.001451475,0.0003684785,0.002871823,0.7554876,0.02901166,0.004314012,0.1954038],"study_design_scores_gemma":[0.00003855303,0.002154485,0.001838171,0.001282999,0.0002590035,0.003651701,0.0003856432,0.004460477,0.5124201,0.01678467,0.4566024,0.0001217904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04132306,0.9017327,0.03592608,0.003149685,0.0008429845,0.00009797488,0.0001971397,0.0001763728,0.01655391],"genre_scores_gemma":[0.1653252,0.7816271,0.03987527,0.00235856,0.0009264615,0.0001937255,0.0004522183,0.00006185289,0.009179692],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001231615,"threshold_uncertainty_score":0.004120171,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009487159511883368,"score_gpt":0.1995429634648649,"score_spread":0.1900558039529815,"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."}}