{"id":"W2080750567","doi":"10.1016/j.jpowsour.2010.01.078","title":"A multi-level simulation platform of natural gas internal reforming solid oxide fuel cell–gas turbine hybrid generation system: Part I. Solid oxide fuel cell model library","year":2010,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Advancements in Solid Oxide Fuel Cells","field":"Materials Science","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Solid oxide fuel cell; Modular design; Mechanical engineering; Natural gas; Engineering; Heat transfer; Nuclear engineering; Process engineering; Electrolyte; Chemistry; Computer science; Mechanics; Waste management","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"],"consensus_categories":[],"category_scores_codex":[0.001067362,0.0004984935,0.000818693,0.0003872876,0.0001961722,0.0002466009,0.0009653187,0.0001980095,0.0002024483],"category_scores_gemma":[0.0001482244,0.0004025494,0.0003321255,0.0001708461,0.0001866461,0.003139741,0.00033868,0.0008470038,0.00004664866],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001756713,"about_ca_system_score_gemma":0.0002112938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001829841,"about_ca_topic_score_gemma":0.00001727327,"domain_scores_codex":[0.9955675,0.000100304,0.002108663,0.0004623199,0.00110269,0.0006585071],"domain_scores_gemma":[0.9956242,0.0001605575,0.002900823,0.0005329357,0.0004767299,0.0003046932],"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":[0.0002559643,0.0002052631,0.0002321139,0.0004086042,0.00003330938,0.00005505057,0.001387407,0.1776322,0.8193654,0.0000148769,0.0003040367,0.0001058243],"study_design_scores_gemma":[0.001503154,0.0001667661,0.00008539278,0.0002536945,0.00007819288,0.0001644428,0.0007576447,0.318477,0.6769968,0.0001794023,0.0009643936,0.0003730993],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9692707,0.001125229,0.02540576,0.00004847612,0.002938969,0.0003010075,0.00008347523,0.00007019998,0.0007561593],"genre_scores_gemma":[0.9312621,0.0001280208,0.06641068,0.0001329407,0.0007402939,0.000006029542,0.00001865703,0.0000887912,0.001212427],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1423685,"threshold_uncertainty_score":0.9998426,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02641869059307328,"score_gpt":0.2722618194422537,"score_spread":0.2458431288491804,"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."}}