{"id":"W4405583726","doi":"10.2139/ssrn.5065018","title":"Numerical Modeling of a 10/40kw-Scale Integrated Module of Solid Oxide Cells","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Scale (ratio); Oxide; Computer science; Materials science; Physics; Metallurgy","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":[0.0001438792,0.0004134082,0.0007043402,0.0002150183,0.0006732456,0.0007633771,0.001137596,0.001386084,0.004129334],"category_scores_gemma":[0.0003638824,0.0003237533,0.0005241437,0.0004548786,0.0006014193,0.0004698271,0.0004894163,0.0004307215,0.0003833201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001036932,"about_ca_system_score_gemma":0.0009850275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01205049,"about_ca_topic_score_gemma":0.005823479,"domain_scores_codex":[0.9998981,0.00001442703,0.000003627306,0.00002634801,0.00003423599,0.00002339544],"domain_scores_gemma":[0.999877,0.00004244292,0.00001618906,0.00001151334,0.00003058142,0.00002226671],"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":[0.00003714136,0.00003544256,0.0005582878,0.00002128096,0.00001066844,0.00008134234,0.00002188437,0.9905639,0.006241035,0.00110995,0.0001656327,0.001153419],"study_design_scores_gemma":[0.000008144846,0.0000292472,0.0004552643,0.000002518943,0.000006056114,0.00001133936,0.00001420748,0.997696,0.001288164,0.0002055539,0.0002789514,0.000004465826],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8872474,0.0004405661,0.06817395,0.0004435657,0.0001161989,0.00008098943,0.0008958112,0.0004871999,0.04211424],"genre_scores_gemma":[0.9884101,0.0001050719,0.005008806,0.00004146954,0.00001140825,0.00005606657,0.0001800781,0.00003342668,0.006153575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01205049,"threshold_uncertainty_score":0.02396065,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01314869453559425,"score_gpt":0.2790788555076153,"score_spread":0.265930160972021,"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."}}