{"id":"W2132502040","doi":"10.1149/05002.0711ecst","title":"MEA Design for Improved Cathode Durability under Startup Shutdown Automotive Conditions","year":2013,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada)","funders":"","keywords":"Durability; Shutdown; Cathode; Anode; Degradation (telecommunications); Proton exchange membrane fuel cell; Corrosion; Materials science; Automotive industry; Nuclear engineering; Automotive engineering; Layer (electronics); Process engineering; Engineering; Composite material; Fuel cells; Electrode; Chemical engineering; Electrical engineering; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001931728,0.0005936533,0.0004475893,0.0004042879,0.0002384785,0.0006828894,0.0007002736,0.000602676,0.001236207],"category_scores_gemma":[0.0005906772,0.0002379972,0.0002513104,0.0002340418,0.0001728426,0.0007732902,0.0002902549,0.0004485877,0.0008247811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004499974,"about_ca_system_score_gemma":0.0002540728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003032621,"about_ca_topic_score_gemma":0.0008344956,"domain_scores_codex":[0.9998228,0.00001281326,0.00001379916,0.00005162863,0.00007810521,0.00002090957],"domain_scores_gemma":[0.9996915,0.00004585545,0.00006335478,0.00003879872,0.0001233016,0.00003711526],"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":[0.00006126129,0.00001834935,0.0002708327,0.00009495008,0.000009518531,0.00007408908,0.00002879799,0.0005773146,0.990196,0.0004112687,0.0002327294,0.008024773],"study_design_scores_gemma":[0.000007148355,0.0001050869,0.0007903785,0.000004366248,0.00001425932,0.0001291893,0.00001185918,0.003294437,0.9893934,0.00009942663,0.006142055,0.000008442797],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8372096,0.00350663,0.1473446,0.0004583897,0.0004586092,0.0001631499,0.0009651852,0.001749769,0.008144128],"genre_scores_gemma":[0.9127734,0.001173506,0.08021022,0.0000953436,0.00008594064,0.0001561155,0.0004732278,0.0001828223,0.004849459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001236207,"threshold_uncertainty_score":0.004135489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01638093603036437,"score_gpt":0.2187455632922046,"score_spread":0.2023646272618402,"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."}}