{"id":"W2075060500","doi":"10.1002/fuce.200400054","title":"Dynamic Modelling and Simulation of a Fuel Cell Generator","year":2004,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Proton exchange membrane fuel cell; Stack (abstract data type); Capacitance; PID controller; Control theory (sociology); Generator (circuit theory); Inverter; Automotive engineering; Power (physics); Voltage; Materials science; Nuclear engineering; Computer science; Electrical engineering; Fuel cells; Engineering; Mechanical engineering; Chemistry; Chemical engineering; Physics; Thermodynamics; Temperature control; Electrode","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002020379,0.0005133105,0.0006747099,0.0004192898,0.0005095449,0.0009799784,0.0007494314,0.001305295,0.005605604],"category_scores_gemma":[0.0005964765,0.0003552172,0.000467519,0.0003159907,0.0004987619,0.0007112195,0.0004719541,0.0006162478,0.0007267164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006267187,"about_ca_system_score_gemma":0.0006848514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01096079,"about_ca_topic_score_gemma":0.003366731,"domain_scores_codex":[0.9998639,0.00003723128,0.000005864521,0.00002144613,0.00004961215,0.00002203834],"domain_scores_gemma":[0.9998047,0.00008940761,0.00001881029,0.00002110071,0.00004375556,0.00002232393],"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":[0.00003276242,0.00001972492,0.0002510396,0.00001959715,0.00001217716,0.0000803887,0.00002210066,0.9943225,0.002402839,0.001077413,0.0001467692,0.001612744],"study_design_scores_gemma":[0.00001040158,0.00001586386,0.00009206623,0.000002190257,0.000002836453,0.000009161055,0.000005245573,0.998377,0.0006348806,0.000285282,0.0005621295,0.000003091268],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.51381,0.0005582636,0.4040783,0.0005750375,0.0001817055,0.0002681834,0.001271012,0.003133932,0.07612348],"genre_scores_gemma":[0.9830642,0.0001666476,0.008031811,0.00004145346,0.00000986104,0.0001644596,0.000345074,0.0000582764,0.008118215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01096079,"threshold_uncertainty_score":0.02179396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007028072388998234,"score_gpt":0.189571792255774,"score_spread":0.1825437198667758,"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."}}