{"id":"W2319274795","doi":"10.1149/1.3502343","title":"Modeling the Effect of Low Carbon Conductivity of the Cathode Catalyst Layer on PEM Fuel Cell Performance","year":2010,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada); Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Conductivity; Carbon fibers; Proton exchange membrane fuel cell; Materials science; Cathode; Ohmic contact; Corrosion; Catalysis; Chemical engineering; Ionomer; Layer (electronics); Chemistry; Composite material; Organic chemistry; Physical chemistry","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":[0.0003090376,0.0006945546,0.0005151986,0.0003253983,0.0002919042,0.0006866948,0.0007042291,0.00152805,0.000998119],"category_scores_gemma":[0.001365277,0.000372472,0.0006344162,0.0003013234,0.0003389675,0.0007234483,0.0002460289,0.0004460455,0.0002292959],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007048707,"about_ca_system_score_gemma":0.0004470226,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006988898,"about_ca_topic_score_gemma":0.004141669,"domain_scores_codex":[0.9998556,0.0000361882,0.000007733018,0.00002466371,0.00004105128,0.0000347311],"domain_scores_gemma":[0.9995276,0.0003159229,0.00004629494,0.00003234491,0.00006410055,0.00001377235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008385176,0.00003583583,0.001254044,0.00006165483,0.00001176176,0.0001286991,0.00002086006,0.9828204,0.01330165,0.0004325485,0.00006760825,0.001781068],"study_design_scores_gemma":[0.000008124177,0.00006509568,0.0004514948,0.000004285904,0.00001142841,0.00001784448,0.000008691616,0.9924687,0.006635274,0.0001873352,0.0001363148,0.000005508796],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609203,0.0005538654,0.02932504,0.000189555,0.00002374118,0.00006403214,0.0003451433,0.00014416,0.008434258],"genre_scores_gemma":[0.9963291,0.0002201662,0.002327483,0.00001405196,0.000005240387,0.0000338892,0.00006659909,0.00001484474,0.0009886085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006988898,"threshold_uncertainty_score":0.01389641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006082573749389641,"score_gpt":0.1860693127886829,"score_spread":0.1799867390392932,"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."}}