{"id":"W2901459079","doi":"10.1149/ma2018-02/41/1384","title":"Novel Method for Measuring in-Plane Effective Diffusivity of Ultrathin Catalyst Layer for PEMFC","year":2018,"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":"University of Waterloo","funders":"","keywords":"Thermal diffusivity; Nanoporous; Proton exchange membrane fuel cell; Catalysis; Commercialization; Materials science; Layer (electronics); Diffusion; Nanotechnology; Chemical engineering; Platinum; Fuel cells; Process engineering; Computer science; Chemistry; Engineering; Thermodynamics; Organic chemistry; Physics","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":[0.0004631469,0.0009575064,0.0004249847,0.001095826,0.0004035933,0.0005051079,0.000850304,0.001020048,0.001649964],"category_scores_gemma":[0.0006963969,0.0004704473,0.0003248593,0.0005966713,0.0003622159,0.001097069,0.0004951091,0.001449207,0.001002814],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006443451,"about_ca_system_score_gemma":0.0003531669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006027142,"about_ca_topic_score_gemma":0.001432135,"domain_scores_codex":[0.9994304,0.00005260001,0.00002674934,0.0001953945,0.0002601391,0.00003477922],"domain_scores_gemma":[0.9995545,0.00009674744,0.0001115247,0.00005590609,0.0001590505,0.00002222273],"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":[0.00003607131,0.00002541872,0.0004540061,0.0003256713,0.00001662309,0.00008343416,0.00005229035,0.000146366,0.988021,0.0004852181,0.0005633367,0.009790612],"study_design_scores_gemma":[0.000007310138,0.00006727075,0.0008205105,0.00002162251,0.00002017466,0.0002839623,0.00004007737,0.003523534,0.9891888,0.0001406902,0.005857851,0.00002827523],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2622609,0.02903531,0.6888341,0.001415003,0.001259732,0.0005634055,0.003532778,0.002926811,0.01017212],"genre_scores_gemma":[0.4906347,0.0090327,0.4913257,0.0005176648,0.0001525134,0.001032369,0.001147789,0.000211585,0.005945055],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001649964,"threshold_uncertainty_score":0.005519748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01841437013516501,"score_gpt":0.2558372789033825,"score_spread":0.2374229087682175,"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."}}