{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002102123,0.0004395019,0.0004835259,0.0003956423,0.0004851156,0.001159332,0.0007848951,0.002119923,0.002104328],"category_scores_gemma":[0.000616571,0.00049,0.0005855717,0.00046467,0.0007311493,0.0007286411,0.00051244,0.0004441449,0.0002614484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009276721,"about_ca_system_score_gemma":0.0008163914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01762328,"about_ca_topic_score_gemma":0.007684963,"domain_scores_codex":[0.9998963,0.0000257605,0.000005690331,0.00001629934,0.00003772947,0.00001815674],"domain_scores_gemma":[0.9998369,0.00007781436,0.00002471543,0.00001503829,0.00002943638,0.00001605493],"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":[0.00001869297,0.00001054898,0.0002979675,0.00001421527,0.000004706604,0.0000812727,0.00002161192,0.9960182,0.001945815,0.0007432661,0.00005709067,0.0007866838],"study_design_scores_gemma":[0.000004453655,0.000006002789,0.0001242963,0.000002332285,0.000001792364,0.00001008485,0.000008815109,0.9990054,0.0004738062,0.0001591913,0.0002004216,0.000003438447],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7699057,0.0008928229,0.1938172,0.0008830265,0.0001046977,0.0001472418,0.001375301,0.0004531753,0.03242077],"genre_scores_gemma":[0.9855237,0.0003548421,0.009272686,0.00007385822,0.00001258412,0.0001272802,0.0001832657,0.00004684579,0.004405051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01762328,"threshold_uncertainty_score":0.03504139,"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."}}