{"id":"W2761539181","doi":"10.1016/j.polymdegradstab.2017.10.006","title":"Effects of isolated chemical and mechanical degradation stressors on the ionomer morphology in fuel cell membranes","year":2017,"lang":"en","type":"article","venue":"Polymer Degradation and Stability","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"Western Economic Diversification Canada; Canada Research Chairs; Simon Fraser University; British Columbia Knowledge Development Fund; Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; Ballard Power Systems","keywords":"Ionomer; Membrane; Degradation (telecommunications); Materials science; Chemical engineering; Morphology (biology); Sorption; Chemical decomposition; Composite material; Chemistry; Polymer; Organic chemistry; Copolymer; Adsorption","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":[0.0002205656,0.0002943478,0.000268762,0.0001174335,0.0002709729,0.0003387257,0.0002382378,0.0003379068,0.00176543],"category_scores_gemma":[0.0004059472,0.0001992118,0.0002108931,0.0001170907,0.0003782672,0.0004559076,0.0002222148,0.000416241,0.000215679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003409208,"about_ca_system_score_gemma":0.0002393304,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007682077,"about_ca_topic_score_gemma":0.001466063,"domain_scores_codex":[0.9998319,0.00002306059,0.00001530253,0.00003962102,0.00004220175,0.00004789382],"domain_scores_gemma":[0.9997222,0.00007059635,0.00006837834,0.00002180238,0.00006950768,0.00004753013],"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":[0.0004346672,0.00006493097,0.0002926881,0.00004313574,0.00001174904,0.00005024917,0.00004569936,0.0002841228,0.9972603,0.00003095573,0.00003280208,0.00144876],"study_design_scores_gemma":[0.000008184407,0.0002286738,0.001470452,0.000003204736,0.000008408832,0.00002458294,0.0000421156,0.000481055,0.9975292,0.000008741368,0.0001916472,0.000003774946],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989034,0.000426106,0.0002691535,0.00002020814,0.00001208181,0.000005669127,0.00004077313,0.000008150854,0.0003145049],"genre_scores_gemma":[0.9986978,0.000299008,0.0002555427,0.00002972547,0.000008323125,0.000006925825,0.00005446659,0.00001297378,0.0006352162],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00176543,"threshold_uncertainty_score":0.005905926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01106337984288654,"score_gpt":0.2047768464877902,"score_spread":0.1937134666449037,"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."}}