{"id":"W4410008995","doi":"10.1149/1945-7111/add29a","title":"Degradation and Deformation Patterns in Reinforced Fuel Cell Membranes Subjected to Chemo-Mechanical Stress Testing","year":2025,"lang":"en","type":"article","venue":"Journal of The Electrochemical Society","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ballard Power Systems (Canada); Simon Fraser University","funders":"Western Economic Diversification Canada; British Columbia Knowledge Development Fund; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canada Foundation for Innovation; W. L. Gore and Associates; Ballard Power Systems","keywords":"Deformation (meteorology); Degradation (telecommunications); Materials science; Membrane; Composite material; Stress (linguistics); Fuel cells; Chemistry; Chemical engineering; Engineering","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":[0.0001463664,0.0002279318,0.000166651,0.0002932065,0.0001803142,0.000227219,0.0001803832,0.000437575,0.0009563504],"category_scores_gemma":[0.0003521931,0.0001428377,0.0001933304,0.0002061811,0.0002973395,0.0002538757,0.000173245,0.0003052383,0.0001474621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001807249,"about_ca_system_score_gemma":0.00009910584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007368908,"about_ca_topic_score_gemma":0.00114203,"domain_scores_codex":[0.9998496,0.00001168879,0.00001362587,0.0000288883,0.00007337181,0.00002280176],"domain_scores_gemma":[0.999736,0.00004931576,0.00008426121,0.00002868542,0.00008040906,0.00002125694],"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":[0.00004448549,0.00001093071,0.001665208,0.00002025106,0.000003458342,0.0001248044,0.00007399651,0.0005295027,0.9959182,0.0000185605,0.00001518801,0.001575402],"study_design_scores_gemma":[0.000003423459,0.0003019311,0.03571455,0.000008712362,0.00001186179,0.0002694168,0.000268624,0.003156616,0.9596611,0.00003606459,0.0005531713,0.00001446895],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986808,0.0001227024,0.000836297,0.00001415305,0.000004920588,0.000004892144,0.00007713798,0.00002080571,0.0002383413],"genre_scores_gemma":[0.9983367,0.0001192042,0.0008977046,0.00001154605,0.000002515528,0.00001011293,0.00007469041,0.00000703326,0.0005404159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009563504,"threshold_uncertainty_score":0.003199339,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004521022877505715,"score_gpt":0.1887520487987994,"score_spread":0.1842310259212937,"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."}}