{"id":"W3043163697","doi":"10.1021/acsami.0c12141","title":"In Situ Ag-MOF Growth on Pre-Grafted Zwitterions Imparts Outstanding Antifouling Properties to Forward Osmosis Membranes","year":2020,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":154,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada; Babol Noshirvani University of Technology; Politecnico di Torino; University of Alabama","keywords":"Membrane; Biofouling; Materials science; Forward osmosis; Surface modification; Chemical engineering; Wetting; Silver nitrate; Polyamide; Polymer chemistry; Reverse osmosis; Chemistry; Composite material; Biochemistry","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":[0.0001088666,0.0004967449,0.0002102811,0.0001702868,0.0001777068,0.0002201176,0.0002091587,0.0003936647,0.0008906378],"category_scores_gemma":[0.0001966578,0.0001678276,0.0002183386,0.0001145537,0.0001621282,0.0002162047,0.000143835,0.000367693,0.0002384073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002160757,"about_ca_system_score_gemma":0.0001457721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001439692,"about_ca_topic_score_gemma":0.002444872,"domain_scores_codex":[0.999887,0.000007002975,0.000007210398,0.00002924074,0.00003156375,0.00003805631],"domain_scores_gemma":[0.9999138,0.00001896563,0.00002255764,0.000009211929,0.0000228864,0.00001258945],"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":[0.000008879984,0.000002967862,0.00002639716,0.000006702714,0.000001016897,0.00001006867,0.000004864609,0.00001086746,0.9996408,0.00001157671,0.000007680766,0.0002680024],"study_design_scores_gemma":[6.356247e-7,0.00001774483,0.0004450338,6.40637e-7,0.000001853126,0.00001629833,0.000004746703,0.0001260929,0.9991539,0.000003905363,0.0002280849,0.000001159903],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966165,0.0002517916,0.002266603,0.00003822671,0.00001673713,0.00001000776,0.00009583653,0.00004690174,0.0006573438],"genre_scores_gemma":[0.9952029,0.0002949943,0.002630144,0.00001823862,0.000006320065,0.00001719194,0.0001463404,0.00001966474,0.001664266],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001439692,"threshold_uncertainty_score":0.002979517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02699087746888727,"score_gpt":0.2501824721880056,"score_spread":0.2231915947191183,"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."}}