{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001065162,0.0009069588,0.001232852,0.0008425319,0.001015653,0.00129922,0.001845524,0.001763064,0.00220337],"category_scores_gemma":[0.002117421,0.0003400186,0.0007131072,0.0008036099,0.0007184712,0.0006664298,0.0006910079,0.0008724091,0.0002551397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001376859,"about_ca_system_score_gemma":0.001501679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04995403,"about_ca_topic_score_gemma":0.02581324,"domain_scores_codex":[0.9996557,0.0001072476,0.00001908655,0.00004267495,0.00009998538,0.00007532092],"domain_scores_gemma":[0.9986914,0.0007238352,0.00007246582,0.0001135919,0.0003287725,0.0000698462],"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":[0.00007199944,0.00008787499,0.001614672,0.00003761883,0.00001236173,0.0001292396,0.00002508352,0.9943044,0.001155378,0.001046308,0.0002424863,0.001272579],"study_design_scores_gemma":[0.00003533262,0.00008608484,0.000590404,0.000008341357,0.000006951848,0.000009503717,0.00004259222,0.9964833,0.002137403,0.0002294077,0.0003623792,0.000008277535],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787187,0.0001579366,0.007108815,0.0002087616,0.00004325647,0.00007288133,0.00108397,0.0001873234,0.0124184],"genre_scores_gemma":[0.9956109,0.00005904724,0.002797054,0.00001758568,0.000004089293,0.00004840055,0.0004672579,0.00002599813,0.000969608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04995403,"threshold_uncertainty_score":0.09932655,"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."}}