{"id":"W1969018162","doi":"10.1002/fuce.201300269","title":"Validation of a Solid Oxide Fuel Cell Model on the International Energy Agency Benchmark Case with Hydrogen Fuel","year":2014,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; National Research Council Canada","funders":"","keywords":"Benchmark (surveying); Hydrogen fuel; Hydrogen; Flow (mathematics); Solid oxide fuel cell; Fuel cells; Computer science; Mechanics; Nuclear engineering; Materials science; Chemistry; Engineering; Chemical engineering; Physics; Physical chemistry; Geology","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0007680098,0.0003527209,0.0003296045,0.0001257174,0.0001192628,0.00006751068,0.0008614789,0.0001104657,0.001236558],"category_scores_gemma":[0.00006661844,0.0002545124,0.0001072764,0.0001927309,0.0001971734,0.0003134319,0.0002331325,0.0001561063,0.0002471226],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001123259,"about_ca_system_score_gemma":0.00008981374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001025966,"about_ca_topic_score_gemma":0.00002622368,"domain_scores_codex":[0.9972894,0.0001857393,0.0006004497,0.0006181822,0.0008402645,0.0004659751],"domain_scores_gemma":[0.9978443,0.000326872,0.0005485069,0.0009116484,0.000233469,0.0001352434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001217825,0.0002810693,0.00002429705,0.0001770469,0.00002694833,0.00006909653,0.0008045274,0.1001158,0.8949062,0.002265671,0.001090374,0.0001171852],"study_design_scores_gemma":[0.0006220014,0.0001634316,0.000005766729,0.00004767258,0.00004638087,0.00004927434,0.0001224191,0.02739897,0.9564294,0.009336436,0.005441909,0.0003362878],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8896218,0.0001967932,0.02698117,0.0001659118,0.0007163668,0.0003999398,0.0002074277,0.00008397879,0.0816266],"genre_scores_gemma":[0.9867164,0.0001496945,0.00884001,0.0006658917,0.000161813,0.00006524218,0.00003338451,0.00005687743,0.003310623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09709466,"threshold_uncertainty_score":0.9999907,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01475224488628835,"score_gpt":0.2397610704404317,"score_spread":0.2250088255541434,"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."}}