{"id":"W1972818833","doi":"10.1016/j.ijhydene.2009.05.066","title":"On the effects of non-uniform property distribution due to compression in the gas diffusion layer of a PEMFC","year":2009,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":68,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"","keywords":"Proton exchange membrane fuel cell; Materials science; Clamping; Compression (physics); Mechanics; Porosity; Gaseous diffusion; Composite material; Compression ratio; Diffusion; Deformation (meteorology); Current (fluid); Computer simulation; Gasket; Electrode; Fuel cells; Thermodynamics; Chemistry; Mechanical engineering; Physics; Chemical engineering","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":[0.0002758981,0.0002249303,0.0002179474,0.0001940343,0.0002809833,0.0002926931,0.0002750842,0.0002544262,0.001310149],"category_scores_gemma":[0.001246352,0.0001408565,0.0001828533,0.0001689389,0.0005701187,0.0005167747,0.0002657758,0.0003466153,0.0001164927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004671156,"about_ca_system_score_gemma":0.0001659552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001219832,"about_ca_topic_score_gemma":0.001053238,"domain_scores_codex":[0.999879,0.00002463923,0.000006079636,0.0000199195,0.00004288814,0.00002747399],"domain_scores_gemma":[0.9989582,0.0007171929,0.0001165031,0.00005818785,0.00009841452,0.00005159752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.004230919,0.0002816888,0.006622403,0.0002802344,0.00007638158,0.001398165,0.0001304365,0.1208148,0.8406336,0.00223317,0.0004949874,0.02280332],"study_design_scores_gemma":[0.00009699119,0.0006005949,0.03117136,0.00001814523,0.0001088767,0.0003478818,0.0001165176,0.3445887,0.6212874,0.0006831039,0.0009402632,0.00004001333],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928303,0.0006451987,0.003969289,0.0001447894,0.00003220943,0.00001629928,0.00004773734,0.00003600439,0.00227813],"genre_scores_gemma":[0.999323,0.0001235224,0.0002016575,0.00001220433,0.000009918698,0.000002460737,0.00001756736,0.000007129272,0.00030258],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001310149,"threshold_uncertainty_score":0.004382849,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004901159726573351,"score_gpt":0.2090789954056423,"score_spread":0.2041778356790689,"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."}}