{"id":"W2042960510","doi":"10.1021/jp1034135","title":"Molecular Dynamics Study of Ionomer and Water Adsorption at Carbon Support Materials","year":2010,"lang":"en","type":"article","venue":"The Journal of Physical Chemistry C","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":86,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Simon Fraser University","funders":"","keywords":"Ionomer; Nafion; Adsorption; Materials science; Polymer; Chemical engineering; Electrolyte; Adhesive; Hydronium; Sulfonic acid; Molecular dynamics; Catalysis; Polymer chemistry; Molecule; Chemical physics; Composite material; Chemistry; Electrochemistry; Physical chemistry; Organic chemistry; Copolymer; Computational chemistry; Layer (electronics); 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001542257,0.0000884296,0.0001971651,0.000009071254,0.00001304421,0.000009413963,0.00009458097,0.0000537226,0.0000779453],"category_scores_gemma":[0.000003504497,0.00004844161,0.00002958735,0.00001779686,0.00003592822,0.00002642888,0.00003971379,0.0001526833,0.000001747412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002261474,"about_ca_system_score_gemma":0.000004998827,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005149916,"about_ca_topic_score_gemma":5.709341e-7,"domain_scores_codex":[0.9995165,0.00001400691,0.0002228429,0.00004147633,0.0001115462,0.00009359472],"domain_scores_gemma":[0.9997265,0.00001408825,0.00007210615,0.0001135622,0.00003428405,0.0000394898],"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":[0.0000328234,0.00006790357,0.00001154543,0.0001277837,0.00005520441,0.000005011942,0.0004941438,0.002742764,0.9964439,0.000001034172,0.00000677848,0.00001113286],"study_design_scores_gemma":[0.0003003738,0.00007519029,0.00004543161,0.000008973625,0.00008615653,0.00004198453,0.0000696497,0.001308084,0.9978985,0.00007605729,0.0000281636,0.00006138954],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990084,0.00002179443,7.911633e-7,0.00001805779,0.0001449009,0.00004668574,0.000003832055,0.000007456244,0.0007480549],"genre_scores_gemma":[0.9997659,0.00002124028,0.000004007743,0.000001899282,0.0001481985,6.769146e-7,0.000002715035,0.00001487222,0.00004043385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001454671,"threshold_uncertainty_score":0.1975392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002624869582754151,"score_gpt":0.1836568839508028,"score_spread":0.1810320143680486,"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."}}