{"id":"W2206441509","doi":"10.1021/acs.chemmater.5b04287","title":"Structure and Dynamics in Functionalized Graphene Oxides through Solid-State NMR","year":2015,"lang":"en","type":"article","venue":"Chemistry of Materials","topic":"Advanced NMR Techniques and Applications","field":"Chemistry","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Graphene; Sulfonic acid; Nafion; Proton exchange membrane fuel cell; Membrane; Proton; Materials science; Oxide; Conductivity; Proton transport; Chemical engineering; Carbon fibers; Ionomer; Chemistry; Polymer; Polymer chemistry; Nanotechnology; Organic chemistry; Physical chemistry; Composite material; Electrochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006341284,0.0001381625,0.0002514844,0.00000963396,0.00002330905,0.00001700836,0.0001187813,0.0001162193,0.0005966003],"category_scores_gemma":[0.00003996507,0.0001353112,0.00002269988,0.00006307531,0.0001151373,0.00007244499,0.00006463656,0.00006542471,8.064972e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006929431,"about_ca_system_score_gemma":0.00002805385,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004123652,"about_ca_topic_score_gemma":0.000004891969,"domain_scores_codex":[0.9992278,0.000005071225,0.0003047832,0.0002131928,0.0001074399,0.000141746],"domain_scores_gemma":[0.9994685,0.00002123053,0.0001543781,0.0002390356,0.00006334319,0.00005348286],"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":[0.00005412925,0.00002433455,0.0002497079,0.0002340151,0.000009847497,0.000002104654,0.00005003286,0.00006183075,0.9986832,0.0003183739,0.0001501411,0.0001623223],"study_design_scores_gemma":[0.0004363691,0.000003519886,0.00003446157,0.0000476068,0.000008037054,0.00001853653,0.0001414799,0.00003778264,0.9476885,0.05003974,0.00141514,0.0001287841],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963357,0.0001406032,0.0003536494,0.00007884001,0.00001209369,0.00005276883,0.0004403938,0.00006481541,0.002521125],"genre_scores_gemma":[0.9945243,0.0000838995,0.004440029,0.00002170812,0.00005173756,0.00003148625,0.0002381685,0.00001876425,0.0005899182],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05099462,"threshold_uncertainty_score":0.6532355,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01737305870598835,"score_gpt":0.285299628430894,"score_spread":0.2679265697249056,"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."}}