{"id":"W1997249465","doi":"10.1093/imamat/hxm005","title":"Mathematical modelling of the catalyst layer of a polymer electrolyte fuel cell","year":2007,"lang":"en","type":"article","venue":"IMA Journal of Applied Mathematics","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ballard Power Systems (Canada); Simon Fraser University","funders":"Mitacs; Ballard Power Systems","keywords":"Electrolyte; Limiting current; Work (physics); Cathode; Current density; Polymer; Current (fluid); Limiting; Layer (electronics); Thermodynamics; Fuel cells; Mathematical model; Mechanics; Materials science; Applied mathematics; Chemistry; Mathematics; Electrode; Chemical engineering; Physics; Nanotechnology; Physical chemistry; Statistics; Mechanical engineering; Electrochemistry; Engineering; Composite material","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":[0.0003483178,0.0006736632,0.0005435249,0.0006522777,0.0005993682,0.001423958,0.001676572,0.002129124,0.003175652],"category_scores_gemma":[0.001164776,0.0004263637,0.0007399251,0.0005467826,0.0008618125,0.001837911,0.0009197811,0.001210357,0.00100552],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009455254,"about_ca_system_score_gemma":0.0008773325,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003219015,"about_ca_topic_score_gemma":0.001948256,"domain_scores_codex":[0.9998077,0.00004319057,0.00001336716,0.00003756064,0.00007407842,0.00002409913],"domain_scores_gemma":[0.9997482,0.0001126784,0.00004071369,0.00002318571,0.00005986826,0.00001537959],"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":[0.00001541129,0.00002955763,0.0001970799,0.0001099593,0.00001554233,0.0002010544,0.00007540841,0.8515673,0.008487307,0.1355455,0.0005107546,0.003245099],"study_design_scores_gemma":[0.000007445507,0.00001643039,0.00008361032,0.00001147335,0.000006380546,0.00006874004,0.00001768732,0.9781576,0.0009639076,0.01802565,0.002631253,0.000009877673],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04324266,0.001473575,0.907405,0.001267597,0.0001685393,0.0001359551,0.0005851116,0.0001834241,0.04553814],"genre_scores_gemma":[0.7983484,0.003138685,0.1499583,0.0004832942,0.0001817867,0.0008178001,0.0005384354,0.0001475901,0.04638565],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003219015,"threshold_uncertainty_score":0.01062357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01096186999769143,"score_gpt":0.1960383834811203,"score_spread":0.1850765134834289,"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."}}