{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006134007,0.0001246623,0.0001627518,0.00005708428,0.00001824062,0.00002011411,0.00005174478,0.000121584,0.00003814751],"category_scores_gemma":[0.000001020196,0.0001184463,0.00003353366,0.00007068831,0.00002012298,0.00006731323,0.00001591998,0.00007182922,0.00003376136],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003057618,"about_ca_system_score_gemma":0.00001069214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001497201,"about_ca_topic_score_gemma":0.000001733993,"domain_scores_codex":[0.9994102,0.000007901174,0.0002177343,0.0001259346,0.00008353115,0.0001546871],"domain_scores_gemma":[0.9997414,0.00001847658,0.00003564355,0.0001250663,0.00002594397,0.00005349559],"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":[0.000003668542,0.00001427021,0.000001017862,0.001449792,0.000009319473,0.000002793048,0.0002766808,0.8859406,0.11227,0.000006364523,0.000006798829,0.00001869945],"study_design_scores_gemma":[0.0004581806,0.00002137204,0.000002860727,0.00003473868,0.00002056653,9.571055e-7,0.00001739333,0.9170188,0.08013289,0.001169309,0.0009763009,0.0001466273],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9410558,0.01872012,0.02718002,0.000009415997,0.0008330955,0.0002310284,0.00003184925,0.0001778676,0.01176075],"genre_scores_gemma":[0.9896606,0.004213752,0.005931704,0.000009267585,0.00003189608,0.000002397246,0.00000778828,0.00003496575,0.0001076294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04860474,"threshold_uncertainty_score":0.4830098,"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."}}