{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002605102,0.0001051002,0.0002680598,0.00001084536,0.00001656962,0.000005861763,0.0001218202,0.0001601632,0.0001483428],"category_scores_gemma":[0.000004693215,0.00005698071,0.0001279317,0.00005572899,0.00004398976,0.0000471801,0.00001056813,0.0003843366,5.968217e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004785283,"about_ca_system_score_gemma":0.0000173885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002286682,"about_ca_topic_score_gemma":3.704769e-7,"domain_scores_codex":[0.9991238,0.00001862813,0.0003831874,0.00007354186,0.0001817338,0.0002191146],"domain_scores_gemma":[0.9997956,0.0000167932,0.00003708102,0.00007004893,0.00002259464,0.00005788186],"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":[0.0001122401,0.00005427993,0.00001653877,0.001004329,0.00004449249,0.000001761555,0.0005644416,0.0007868271,0.9973033,0.000005713442,0.00002965004,0.00007642224],"study_design_scores_gemma":[0.000649968,0.00006948131,0.00001028165,0.00008021279,0.00003550056,0.00003569357,0.00000652332,0.03300338,0.9641548,0.001434532,0.0004379115,0.00008174807],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976551,0.0004091664,0.00110841,0.0001846041,0.00002994592,0.0004164169,0.000004524546,0.00001153825,0.0001803026],"genre_scores_gemma":[0.9942781,0.002441383,0.003101351,0.00003878358,0.00005111577,0.00002171985,0.000001361094,0.00001986592,0.00004634147],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03314853,"threshold_uncertainty_score":0.2323606,"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."}}