{"id":"W2323901943","doi":"10.1149/1.3502357","title":"3D Multiphase Modeling of PEMFC with Uneven Compression of GDL","year":2010,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Clamping; Proton exchange membrane fuel cell; Anode; Materials science; Cathode; Membrane; Composite material; Finite element method; Compression (physics); Porosity; Gaseous diffusion; Membrane electrode assembly; Deformation (meteorology); Water transport; Permeability (electromagnetism); Fuel cells; Electrode; Chemical engineering; Chemistry; Water flow; Structural engineering; Geotechnical engineering; Mechanical engineering; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00003509625,0.00007049993,0.0001266625,0.00004778997,0.00003240635,0.000003773932,0.00004921655,0.00008064716,0.0002205723],"category_scores_gemma":[9.19298e-7,0.00005554924,0.0000329237,0.00006649896,0.00002573273,0.00005650619,0.000001090006,0.0001463381,0.00000330095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003468312,"about_ca_system_score_gemma":0.000008488659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005658938,"about_ca_topic_score_gemma":0.00002960225,"domain_scores_codex":[0.9996212,0.000005151885,0.0001628255,0.00006080155,0.00006821421,0.00008183749],"domain_scores_gemma":[0.9997768,0.00001472409,0.00002076378,0.0001226007,0.0000316823,0.00003340811],"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":[0.00001057521,0.00003235292,0.000002188513,0.0001358243,0.00002074821,4.965943e-7,0.0001484412,0.6468791,0.3526141,0.000002940196,0.000004008714,0.0001491927],"study_design_scores_gemma":[0.0004970227,0.00002588628,0.000009364029,0.00006397986,0.0000415123,0.000004598201,0.0000361584,0.7773411,0.2213607,0.00001967561,0.0005209313,0.00007915911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.806365,0.0002022962,0.1872776,0.00001400262,0.0006281885,0.0001259101,0.0000496558,0.0001084672,0.005228902],"genre_scores_gemma":[0.9900432,0.000121348,0.009741038,8.779886e-7,0.00001584118,0.000004194021,0.000003699004,0.0000184063,0.00005143752],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1836782,"threshold_uncertainty_score":0.2415112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005865467323485096,"score_gpt":0.1897288284682941,"score_spread":0.183863361144809,"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."}}