{"id":"W2028762324","doi":"10.1016/j.ijhydene.2009.08.090","title":"Modelling, simulation and control of a proton exchange membrane fuel cell (PEMFC) power system","year":2009,"lang":"en","type":"article","venue":"International Journal of Hydrogen Energy","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"Proton exchange membrane fuel cell; Duty cycle; Electronic circuit; Computer science; Voltage; Electric power system; Power (physics); Electrical engineering; Automotive engineering; Engineering; Fuel cells","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":[0.0003874656,0.000670286,0.001014534,0.0004026247,0.0008572727,0.001453302,0.0009667943,0.001742827,0.003039421],"category_scores_gemma":[0.001092159,0.0005418009,0.0007518213,0.0003585928,0.0009270258,0.000780014,0.0006650089,0.0008077445,0.0002820534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009300564,"about_ca_system_score_gemma":0.001217091,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03468515,"about_ca_topic_score_gemma":0.01187018,"domain_scores_codex":[0.9998075,0.00006203944,0.00001057283,0.00003069406,0.00004968076,0.00003943098],"domain_scores_gemma":[0.9995147,0.0002839899,0.00004516651,0.00003090663,0.00008379666,0.00004152601],"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":[0.00002530762,0.00001593361,0.0001652768,0.000008619127,0.000006408968,0.0000264921,0.00001113456,0.9981963,0.0003799618,0.0004006164,0.00005842239,0.0007056009],"study_design_scores_gemma":[0.00000807477,0.00001441246,0.00008845446,9.724052e-7,0.000002713519,0.00000319046,0.000004661913,0.9994323,0.0001897991,0.0001554396,0.00009790457,0.000002173967],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7201054,0.0007609167,0.2338448,0.001163812,0.0002611016,0.0002226192,0.0007487276,0.001084147,0.04180849],"genre_scores_gemma":[0.992739,0.0001147318,0.003931433,0.00002750769,0.00001208992,0.00006630964,0.0001055792,0.00002614574,0.002977116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03468515,"threshold_uncertainty_score":0.06896657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006639504185896484,"score_gpt":0.2043256875804256,"score_spread":0.1976861833945291,"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."}}