{"id":"W2943159423","doi":"10.1002/admi.201802056","title":"Pressure‐Driven Solvent Transport and Complex Ion Permeation through Graphene Oxide Membranes","year":2019,"lang":"en","type":"article","venue":"Advanced Materials Interfaces","topic":"Membrane Separation Technologies","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Engineering and Physical Sciences Research Council; Natural Sciences and Engineering Research Council of Canada","keywords":"Membrane; Permeation; Solvent; Graphene; Materials science; Chemical engineering; Oxide; Ethylene glycol; PEG ratio; Polymer chemistry; Organic chemistry; Chemistry; Nanotechnology","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":[0.00009781496,0.0002875479,0.0001463974,0.0001389589,0.0001257977,0.0002312966,0.0002199527,0.0002918519,0.0003722239],"category_scores_gemma":[0.0001222927,0.00008897769,0.0001998907,0.00008112337,0.0002094281,0.0004494722,0.0002007571,0.000246131,0.0001183099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001720406,"about_ca_system_score_gemma":0.0001060798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004466182,"about_ca_topic_score_gemma":0.0003653129,"domain_scores_codex":[0.9999343,0.00001144297,0.000003327768,0.00001137922,0.00002122317,0.00001835861],"domain_scores_gemma":[0.9999551,0.00001520984,0.00001218028,0.000003070976,0.000008683645,0.000005740431],"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":[0.00001533611,0.000003110832,0.00003536758,0.00001996314,0.000001818741,0.00002530588,0.000008729439,0.00005221126,0.9994032,0.00003444831,0.000006786342,0.0003937056],"study_design_scores_gemma":[0.000003174311,0.0000547723,0.0005215662,0.000002120427,0.00000455757,0.00005007744,0.00002264943,0.001357347,0.9974565,0.00003479458,0.0004881003,0.000004373361],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967448,0.00049306,0.002031314,0.00007362849,0.000008742461,0.000008991617,0.00005051539,0.00003776604,0.0005510789],"genre_scores_gemma":[0.997026,0.0005545073,0.001709348,0.00002927744,0.000005305301,0.000007813213,0.00006314598,0.000009681303,0.0005948565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004466182,"threshold_uncertainty_score":0.001248181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01535629629120014,"score_gpt":0.2547704370596435,"score_spread":0.2394141407684433,"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."}}