{"id":"W2237137155","doi":"10.1149/ma2015-01/1/56","title":"Modeling Diffusivity in Catalyst Layer of a PEMFC Based on a Unit Cell Approach","year":2015,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Automotive Fuel Cell Cooperation (Canada); Simon Fraser University","funders":"","keywords":"Proton exchange membrane fuel cell; Thermal diffusivity; Electrolyte; Catalysis; Materials science; Membrane electrode assembly; Hydrogen; Chemical engineering; Diffusion; Membrane; Chemistry; Electrode; Thermodynamics; Organic chemistry; Engineering; 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":[0.0002723444,0.0005553084,0.000642091,0.0005983502,0.0004559681,0.0009576766,0.001326488,0.002011691,0.00145844],"category_scores_gemma":[0.00101245,0.0004820242,0.000666025,0.0005470742,0.0004263003,0.001139769,0.000364122,0.0006108516,0.000368118],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001474383,"about_ca_system_score_gemma":0.0008651221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01394924,"about_ca_topic_score_gemma":0.006896176,"domain_scores_codex":[0.9998735,0.00003219746,0.0000075502,0.00003215548,0.00003254492,0.00002200443],"domain_scores_gemma":[0.9996679,0.0001921623,0.0000275131,0.00002206778,0.00007499971,0.0000154624],"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":[0.00002054022,0.0000206065,0.0004267193,0.00004719944,0.00001296034,0.00008749843,0.00003049297,0.9866899,0.006185524,0.003615608,0.0001342206,0.002728704],"study_design_scores_gemma":[0.000001533256,0.000004040708,0.0000471428,0.000002906907,0.000002620127,0.000009528299,0.000004062733,0.9985455,0.0009561839,0.0002253388,0.0001983027,0.000002803105],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3537083,0.003505122,0.6064187,0.0005436142,0.0001451177,0.00020341,0.0009027897,0.0004945931,0.0340783],"genre_scores_gemma":[0.9540209,0.001436624,0.03711341,0.00009610256,0.00002323064,0.0003081544,0.0002499097,0.00008144885,0.006670219],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01394924,"threshold_uncertainty_score":0.02773613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03020997655154337,"score_gpt":0.2198107042460484,"score_spread":0.189600727694505,"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."}}