{"id":"W4399405108","doi":"10.1016/b978-0-323-96022-9.00216-4","title":"Fuel Cells – Solid Oxide Fuel Cell | Modeling","year":2024,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","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":"Fuel cells; Solid oxide fuel cell; Oxide; Materials science; Chemical engineering; Chemistry; Engineering; Metallurgy; Physical 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":[0.0001612213,0.001238294,0.0009530349,0.0003786511,0.0002889349,0.001612172,0.001550237,0.001779923,0.03243132],"category_scores_gemma":[0.0004735066,0.0004996395,0.0006470895,0.0009578089,0.0003495236,0.001984456,0.0006985841,0.001227088,0.01540343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008298367,"about_ca_system_score_gemma":0.0006150001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006245795,"about_ca_topic_score_gemma":0.004864512,"domain_scores_codex":[0.9998934,0.00001724427,0.000003248772,0.00001659985,0.00006130561,0.000008221411],"domain_scores_gemma":[0.9999003,0.00004624062,0.000007147834,0.00001437071,0.00002537862,0.000006484023],"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":[0.00004581956,0.0001396916,0.0003051666,0.001174922,0.00004933412,0.0001738437,0.00004570718,0.4994133,0.00322432,0.1388526,0.117396,0.2391793],"study_design_scores_gemma":[0.00001445465,0.00002738489,0.0002787583,0.0002686078,0.00001729138,0.0001542646,0.00003419904,0.5105971,0.002311253,0.1289262,0.3573456,0.00002488615],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01002483,0.0661587,0.2166136,0.004250787,0.002249817,0.000121409,0.004165906,0.003707786,0.6927071],"genre_scores_gemma":[0.1575482,0.07415427,0.06685942,0.001074612,0.001296436,0.0004519619,0.005663773,0.00178554,0.6911657],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.03243132,"threshold_uncertainty_score":0.1084936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01920543046983756,"score_gpt":0.2589469016288168,"score_spread":0.2397414711589793,"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."}}