{"id":"W2939079808","doi":"10.1016/j.ijhydene.2019.03.217","title":"A review study on software-based modeling of hydrogen-fueled solid oxide fuel cells","year":2019,"lang":"en","type":"review","venue":"International Journal of Hydrogen Energy","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":64,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Computer science; Software; Work (physics); Fuel cells; Solid oxide fuel cell; Novelty; Systems engineering; Process engineering; Mechanical engineering; Engineering; Chemistry","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":[0.000738467,0.001019884,0.001228158,0.001946634,0.0001843847,0.001093522,0.00125518,0.001017981,0.001686621],"category_scores_gemma":[0.001837548,0.0003500536,0.001009282,0.002759482,0.0002784225,0.001303036,0.0004935153,0.0008773252,0.0005904507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005191329,"about_ca_system_score_gemma":0.001869995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002921606,"about_ca_topic_score_gemma":0.002657308,"domain_scores_codex":[0.9996986,0.00004963173,0.00004715284,0.00005301222,0.0001337605,0.0000178914],"domain_scores_gemma":[0.9989228,0.000637051,0.00009280255,0.00003621168,0.000284875,0.00002633717],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006195195,0.0001128314,0.0005530893,0.03598635,0.0003325682,0.0001237061,0.00007644983,0.009858299,0.002466886,0.01044234,0.01880623,0.9211794],"study_design_scores_gemma":[0.00002834446,0.0001954489,0.001581163,0.0126717,0.000901615,0.00062356,0.0001110727,0.01017306,0.003701115,0.006936057,0.9629976,0.00007935381],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006789986,0.9947049,0.002459381,0.0002441029,0.0003093024,0.00001079041,0.00006131319,0.00002882744,0.001502311],"genre_scores_gemma":[0.004299752,0.9926803,0.001793059,0.0001483976,0.0002047948,0.00001403185,0.0001129177,0.00001081225,0.0007358984],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002921606,"threshold_uncertainty_score":0.005809128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05648488234691616,"score_gpt":0.3578773390408814,"score_spread":0.3013924566939652,"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."}}