{"id":"W2030744815","doi":"10.1115/mnht2008-52152","title":"A Pore Scale Model for the Transport Phenomena in the Catalyst Layer of a PEM Fuel Cell","year":2008,"lang":"en","type":"article","venue":"ASME 2008 First International Conference on Micro/Nanoscale Heat Transfer, Parts A and B","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Innovation Council; University of Victoria","funders":"","keywords":"Proton exchange membrane fuel cell; Materials science; Electrolyte; Transport phenomena; Ionomer; Carbon fibers; Phase (matter); Water transport; Chemical engineering; Catalysis; Thermodynamics; Chemistry; Composite material; Water flow; Electrode; Physics; Physical chemistry; Environmental science; Organic chemistry; Environmental 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001418601,0.0002221456,0.0002603467,0.00007528275,0.0001208551,0.00002575051,0.0003092242,0.0001210309,0.00007544757],"category_scores_gemma":[0.000001674782,0.0001396366,0.0001158794,0.00007868439,0.000148966,0.00008558377,0.000007450764,0.0001743169,0.000005078034],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002171771,"about_ca_system_score_gemma":0.0000389179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001121143,"about_ca_topic_score_gemma":0.0003957459,"domain_scores_codex":[0.998906,0.00001638851,0.0003894954,0.0002315574,0.0002063615,0.0002501788],"domain_scores_gemma":[0.9996048,0.00008229989,0.00001234107,0.0001832201,0.00006836668,0.00004895916],"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":[0.002761811,0.003734895,0.008320591,0.007225129,0.001022767,0.0002622074,0.106089,0.3164009,0.5319454,0.01153098,0.009341029,0.001365325],"study_design_scores_gemma":[0.01051529,0.0007897009,0.006503526,0.0008891145,0.0003642705,0.0003510875,0.002172191,0.7654825,0.1407863,0.001704036,0.06857995,0.001861918],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9623809,0.004750642,0.003699477,0.002480207,0.0006754651,0.001306581,0.0009075878,0.00007171765,0.02372742],"genre_scores_gemma":[0.9875383,0.01148829,0.00009331189,0.0001306626,0.00007022623,0.0001151623,0.00009004435,0.00002565199,0.0004483964],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4490817,"threshold_uncertainty_score":0.5694215,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03156860311025729,"score_gpt":0.2251028038913997,"score_spread":0.1935342007811424,"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."}}