{"id":"W4405994968","doi":"10.1016/j.jpowsour.2024.236137","title":"Mechanical durability of reinforced sulfo-phenylated polyphenylene-based proton exchange membranes: Impacts of ion exchange capacity and reinforcement thickness","year":2025,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Innovation Council; Simon Fraser University","funders":"British Columbia Knowledge Development Fund; Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; Canada Foundation for Innovation","keywords":"Durability; Membrane; Reinforcement; Ion exchange; Proton; Materials science; Proton exchange membrane fuel cell; Composite material; Ion-exchange membranes; Ion; Chemistry; Chemical engineering; Organic chemistry; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001144448,0.000246067,0.0007087663,0.0002932399,0.00004855846,0.00003037445,0.0002101116,0.0002919405,0.0002404066],"category_scores_gemma":[0.000172059,0.000186579,0.000178206,0.0002685297,0.0001203702,0.00018464,0.00005326152,0.0002780391,7.195193e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007940858,"about_ca_system_score_gemma":0.00006900009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001121158,"about_ca_topic_score_gemma":0.000005714904,"domain_scores_codex":[0.9979926,0.0001030002,0.001122584,0.0001388269,0.0003778347,0.0002651124],"domain_scores_gemma":[0.9986316,0.0001458994,0.000556936,0.0002575162,0.000280776,0.00012728],"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":[0.001163455,0.0001175834,0.001066135,0.03370181,0.0006648654,0.00001656858,0.003846357,0.03094222,0.9280167,0.00009472357,0.0001899288,0.0001796349],"study_design_scores_gemma":[0.002021027,0.0005499614,0.00118731,0.001599494,0.0001776267,0.00002121363,0.0002808893,0.005521054,0.9867001,0.0001533736,0.001542547,0.0002453918],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922685,0.004239392,0.001093285,0.0001105004,0.0007655101,0.000566578,0.00001451545,0.00003842551,0.0009032722],"genre_scores_gemma":[0.9977753,0.001770977,0.0002915337,0.0000309572,0.00004963552,0.000008866888,0.000002517223,0.0000214744,0.00004880746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05868339,"threshold_uncertainty_score":0.7608472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009204111742275662,"score_gpt":0.2166850249733587,"score_spread":0.207480913231083,"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."}}