{"id":"W4230090448","doi":"10.1149/ma2010-01/9/519","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 Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada); Simon Fraser University","funders":"","keywords":"Proton exchange membrane fuel cell; Cathode; Conductivity; Materials science; Layer (electronics); Catalysis; Carbon fibers; Fuel cells; Chemical engineering; Composite material; Chemistry; Engineering; Organic chemistry; Physical 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":[0.0002329941,0.0006816822,0.0005477758,0.000283332,0.0003585588,0.0006429928,0.0007690313,0.001393526,0.003429055],"category_scores_gemma":[0.001275733,0.0003164269,0.0005340142,0.0003007069,0.0002071441,0.0009270828,0.0002254322,0.0004300671,0.0004347202],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007446699,"about_ca_system_score_gemma":0.000622934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0143821,"about_ca_topic_score_gemma":0.009772808,"domain_scores_codex":[0.9999112,0.00001567019,0.000003782264,0.00001617483,0.00002467447,0.00002845306],"domain_scores_gemma":[0.9996799,0.0001965917,0.00002016917,0.0000193653,0.00006613607,0.00001788656],"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":[0.0001797461,0.000111444,0.001567031,0.0001533382,0.00002890427,0.0001523033,0.00002005364,0.9646978,0.02771568,0.000975522,0.0006282911,0.003769914],"study_design_scores_gemma":[0.00002156074,0.00007554151,0.0005251793,0.000006176632,0.00002358532,0.00001346512,0.000008404971,0.9888722,0.009877947,0.0002615612,0.0003062867,0.000008092955],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9455099,0.001011103,0.02830944,0.0007616205,0.0001437592,0.00008914591,0.00110077,0.0003655114,0.02270883],"genre_scores_gemma":[0.9955923,0.000248757,0.001694445,0.00003150771,0.00001222158,0.00002739362,0.0001622971,0.0000359182,0.002195151],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0143821,"threshold_uncertainty_score":0.02859676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007499299089518681,"score_gpt":0.1965070083963045,"score_spread":0.1890077093067858,"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."}}