{"id":"W2920140344","doi":"10.1149/ma2018-02/43/1467","title":"New Approach to Improve the DMFC Performance By Nafion-Functionalized Graphene Oxide Matrix Membranes Using the Electrochemical Exfoliation of Graphite As a Source of the Graphene Oxide","year":2018,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Direct methanol fuel cell; Nafion; Membrane; Methanol fuel; Materials science; Graphene; Chemical engineering; Anode; Permeation; Methanol; Oxide; Polymer; Electrolyte; Electrochemistry; Chemistry; Nanotechnology; Composite material; Organic chemistry; Electrode","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001435129,0.0006837372,0.0003484855,0.0005396887,0.000241535,0.0004206542,0.0004458846,0.0008961266,0.0008265309],"category_scores_gemma":[0.0001716021,0.0001952112,0.0004306716,0.000379825,0.0001631996,0.0007436919,0.0002613415,0.0008633166,0.0003744638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004026836,"about_ca_system_score_gemma":0.0002576382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006295842,"about_ca_topic_score_gemma":0.001279537,"domain_scores_codex":[0.9998425,0.000007963122,0.00001177172,0.00003727707,0.00008085612,0.00001960977],"domain_scores_gemma":[0.9999177,0.00001014223,0.0000243707,0.000006962794,0.00002923712,0.00001158973],"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":[0.00001269818,0.0000226758,0.00004772931,0.0001371343,0.000008132167,0.00006096456,0.00001326178,0.00006703813,0.9954875,0.000190378,0.0001018999,0.003850421],"study_design_scores_gemma":[0.00000528956,0.00009413761,0.0003240667,0.00001072163,0.00001768333,0.0001233669,0.00000997522,0.0009287183,0.9937987,0.00003807554,0.004639741,0.000009604481],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8456724,0.04538594,0.09251277,0.00179285,0.0009183459,0.0003101387,0.0008885233,0.001356003,0.01116301],"genre_scores_gemma":[0.8899899,0.01366579,0.08857207,0.000465011,0.0001484984,0.0001687025,0.0005089135,0.00007327617,0.006407868],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0008961266,"threshold_uncertainty_score":0.0029217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006854170918353153,"score_gpt":0.20726086065979,"score_spread":0.2004066897414368,"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."}}