{"id":"W4415646758","doi":"10.1016/j.jpowsour.2025.238679","title":"Estimating the fatigue lifetime of mechanically reinforced membranes in fuel cell applications","year":2025,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"British Columbia Knowledge Development Fund; Mitacs; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Durability; Proton exchange membrane fuel cell; Membrane; Finite element method; Stress (linguistics); Swelling; Clamping; Membrane electrode assembly","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003702805,0.0005324191,0.0003534509,0.0003796304,0.0002006442,0.0002867723,0.000466558,0.0006400693,0.0006447121],"category_scores_gemma":[0.001417934,0.0002705668,0.0003883174,0.0001708795,0.0001706707,0.0006450895,0.0003280881,0.0004092946,0.0001976057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002782999,"about_ca_system_score_gemma":0.0004848209,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002297479,"about_ca_topic_score_gemma":0.001809115,"domain_scores_codex":[0.9998679,0.00003243304,0.000006771585,0.00003246891,0.00004823117,0.00001207175],"domain_scores_gemma":[0.9996506,0.0001589647,0.00005168945,0.00002954752,0.0000977374,0.00001145041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008164535,0.00004521065,0.004095856,0.00006697026,0.00003729827,0.00005231126,0.00006460354,0.8752221,0.02904855,0.0007673584,0.0001910971,0.09032701],"study_design_scores_gemma":[0.000001319404,0.00002385754,0.000668682,0.000003322838,0.000003283962,0.0000209729,0.000007666906,0.9939846,0.004812592,0.0002986357,0.0001711261,0.000003881406],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.161728,0.0002087443,0.8367787,0.0000579251,0.000008296995,0.00002781443,0.00006810419,0.0004105184,0.0007116987],"genre_scores_gemma":[0.8432699,0.0001876975,0.155286,0.00002462354,0.00001090579,0.00007334004,0.0001768411,0.00005235662,0.0009183188],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002297479,"threshold_uncertainty_score":0.00456816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005098191322003354,"score_gpt":0.2160732967416261,"score_spread":0.2109751054196228,"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."}}