{"id":"W4413447208","doi":"10.1016/j.jpowsour.2025.238143","title":"A review of molecular dynamic simulation on polymer electrolyte membrane fuel cell","year":2025,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Electrolyte; Fuel cells; Membrane; Polymer; Materials science; Polymer electrolytes; Chemical engineering; Chemistry; Engineering; Electrode; Ionic conductivity; Composite material; Physical chemistry","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":[0.0001946938,0.0001069849,0.0002986052,0.0001489607,0.00001227943,0.00001234092,0.0001143487,0.00007216971,0.0001236556],"category_scores_gemma":[0.00001773257,0.0000818476,0.0001416034,0.0001494571,0.0000128874,0.00004646886,0.000009150063,0.000153373,0.000006362983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002618632,"about_ca_system_score_gemma":0.00001899127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":9.850079e-7,"about_ca_topic_score_gemma":1.049655e-7,"domain_scores_codex":[0.9992043,0.00003321851,0.0004466291,0.00005588055,0.0001452643,0.0001146586],"domain_scores_gemma":[0.9995749,0.00004525145,0.0001750647,0.000106841,0.00006519695,0.00003276666],"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":[0.00007731901,0.00008806348,0.00000732111,0.02026395,0.000267412,0.00002917616,0.0001800861,0.2838873,0.6940851,0.00003119425,0.0007170608,0.0003661171],"study_design_scores_gemma":[0.001379281,0.0004815497,0.00007206597,0.01495751,0.0004405033,0.00002351254,0.00004612668,0.01355055,0.92267,0.00030171,0.04573252,0.0003446468],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.2946369,0.6810789,0.0007150489,0.0002132451,0.0008050288,0.0001174853,0.000003320725,0.00002829347,0.02240172],"genre_scores_gemma":[0.9483626,0.05109413,0.00005885936,0.0002536869,0.00001773496,4.642056e-7,7.995559e-7,0.00001520928,0.0001964595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6537257,"threshold_uncertainty_score":0.3337649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002265722513180978,"score_gpt":0.2155889449799729,"score_spread":0.2133232224667919,"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."}}