{"id":"W2052838323","doi":"10.1149/1.1393243","title":"A Statistical Mechanical Model of Proton and Water Transport in a Proton Exchange Membrane","year":2000,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":137,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Los Alamos National Laboratory; Laboratory Directed Research and Development; Office of Nuclear Energy; U.S. Department of Energy","keywords":"Hydronium; Proton; Chemistry; Diffusion; Hamiltonian (control theory); Ion; Thermodynamics; Proton exchange membrane fuel cell; Proton transport; Molecule; Membrane; Physics; Quantum mechanics","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":[0.0009140387,0.0007798631,0.001228169,0.001104411,0.0009747832,0.001518723,0.002679637,0.003042252,0.002470408],"category_scores_gemma":[0.002173148,0.000794208,0.001271101,0.0010283,0.002140395,0.003113806,0.0008992189,0.001076766,0.0008402826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00189605,"about_ca_system_score_gemma":0.001888613,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00876822,"about_ca_topic_score_gemma":0.003175332,"domain_scores_codex":[0.9995409,0.00009014927,0.00002116039,0.00009795107,0.0001612681,0.00008854325],"domain_scores_gemma":[0.999182,0.0003729885,0.0001482407,0.00006002983,0.0001542639,0.00008242893],"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":[0.00002808608,0.00004739166,0.0004515191,0.00005592278,0.00003173114,0.0002425594,0.00007740111,0.7414461,0.00417125,0.250502,0.0005519422,0.002394214],"study_design_scores_gemma":[0.000009576103,0.00001254644,0.0001082327,0.000002563746,0.00000356397,0.00003139704,0.000006839975,0.9856561,0.0001524312,0.01360899,0.0003967629,0.00001096679],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1424327,0.001344176,0.8365421,0.002439722,0.0002806625,0.0001202168,0.0004367731,0.0002807132,0.01612278],"genre_scores_gemma":[0.9077818,0.002079006,0.05367857,0.0006520018,0.0004333816,0.0008087906,0.0004200823,0.000165263,0.033981],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00876822,"threshold_uncertainty_score":0.01743436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005522981047064183,"score_gpt":0.1921254315286262,"score_spread":0.186602450481562,"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."}}