{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001930417,0.0006434449,0.0007466485,0.0005536376,0.0009775376,0.000635743,0.000832885,0.00101669,0.002895475],"category_scores_gemma":[0.0007028991,0.0003686511,0.0006051346,0.0005683611,0.0006441748,0.0009720682,0.0003654609,0.000835499,0.0001956185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001535121,"about_ca_system_score_gemma":0.0009141428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01358244,"about_ca_topic_score_gemma":0.007557674,"domain_scores_codex":[0.9999026,0.00001250544,0.000002890575,0.00001707386,0.00002461646,0.00004027814],"domain_scores_gemma":[0.9997528,0.00009753201,0.00002483664,0.00001904869,0.00005350923,0.00005228893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005095814,0.0003703011,0.007641271,0.0001872908,0.0001827029,0.0006642335,0.0003366894,0.9354273,0.03733646,0.01133232,0.0009131652,0.005098696],"study_design_scores_gemma":[0.00006012498,0.00008751637,0.002063512,0.000007353186,0.00002031878,0.00001975758,0.00004500649,0.9934645,0.003137016,0.0007194282,0.0003596175,0.00001568188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9912049,0.0001817019,0.003602406,0.0002103211,0.00002014408,0.00003725756,0.0003917209,0.00009512508,0.004256529],"genre_scores_gemma":[0.9962445,0.0001493821,0.002103092,0.00004445421,0.000009820152,0.00006306492,0.0004251723,0.00003229462,0.0009281693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01358244,"threshold_uncertainty_score":0.02700675,"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."}}