{"id":"W2804387070","doi":"10.5539/cis.v11n3p10","title":"An Open-Source Toolbox for Multiphase Flow Simulation in a PEM Fuel Cell","year":2018,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Nottingham Ningbo China; Engineering and Physical Sciences Research Council; Natural Science Foundation of Zhejiang Province; Ningbo Municipal Bureau of Science and Technology; Natural Science Foundation of Ningbo; Ningbo Municipal Bureau of Education; University of Nottingham","keywords":"Proton exchange membrane fuel cell; Computer science; Computational fluid dynamics; Nuclear engineering; Chemical energy; Process engineering; Mechanical engineering; Simulation; Mechanics; Fuel cells; Chemistry; Chemical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001026778,0.001271091,0.001041382,0.000778758,0.0005242112,0.0009336696,0.002267977,0.00174332,0.03536911],"category_scores_gemma":[0.002526162,0.0007488035,0.001582964,0.0007463301,0.0004938904,0.001230409,0.001666253,0.002203516,0.009488299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004991983,"about_ca_system_score_gemma":0.001582118,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002361651,"about_ca_topic_score_gemma":0.00254718,"domain_scores_codex":[0.9995994,0.00006811358,0.00004177004,0.00005380207,0.0001718945,0.00006490276],"domain_scores_gemma":[0.999018,0.0005726783,0.00005555828,0.00007807496,0.0002123395,0.00006333432],"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":[0.0005744956,0.0004204401,0.003162819,0.00329266,0.0002928721,0.001004734,0.0007221069,0.5534963,0.03449245,0.04397102,0.1680545,0.1905156],"study_design_scores_gemma":[0.0002672718,0.00006930166,0.000787698,0.0002354642,0.00004125912,0.0002233825,0.00005774157,0.8170983,0.01567501,0.01399572,0.1514591,0.00008972236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.01164924,0.0006954244,0.8609244,0.0004070538,0.0003257788,0.0003236661,0.01255167,0.097165,0.01595771],"genre_scores_gemma":[0.1188368,0.001926598,0.7709863,0.0007930288,0.000145186,0.003428272,0.03687393,0.04682679,0.02018311],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.03536911,"threshold_uncertainty_score":0.1183214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01219397802301183,"score_gpt":0.2577336676025472,"score_spread":0.2455396895795353,"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."}}