{"id":"W7133368314","doi":"","title":"Sizing of a hybrid source composed of a pem fuel cell and ultracapacitors with direct connection*.","year":2018,"lang":"es","type":"article","venue":"Universidad Industrial de Santander","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Proton exchange membrane fuel cell; Fuel cells; Sizing; Medium term","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001027675,0.0003505732,0.0004289829,0.0002684242,0.0002045666,0.0006252675,0.0006508708,0.0004285341,0.002989699],"category_scores_gemma":[0.000168995,0.0002456558,0.00030533,0.0002306267,0.0001316136,0.0003982698,0.0003305499,0.0002309973,0.0005022527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003340419,"about_ca_system_score_gemma":0.0003980751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000882759,"about_ca_topic_score_gemma":0.001991981,"domain_scores_codex":[0.9999312,0.000005613169,0.000003797444,0.00001701131,0.00003626061,0.000006095868],"domain_scores_gemma":[0.9999332,0.00001940251,0.000009886977,0.00001054029,0.00001993464,0.000006995595],"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":[0.000633991,0.0001515906,0.002030725,0.0007999869,0.0001237322,0.0003494717,0.0001080207,0.3361903,0.5300913,0.002713586,0.001166805,0.1256404],"study_design_scores_gemma":[0.00006609594,0.0006194613,0.001925364,0.00002278173,0.00008759146,0.0001929058,0.00006394927,0.8238721,0.1633489,0.001237239,0.008543905,0.00001965504],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6597572,0.001366849,0.3093068,0.0002086676,0.0002025386,0.0002705084,0.0006479126,0.0009942639,0.02724535],"genre_scores_gemma":[0.9420376,0.0001638189,0.05207302,0.0000261413,0.00001024941,0.00009756259,0.0001593785,0.00003629662,0.005395917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002989699,"threshold_uncertainty_score":0.0100016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009820323526851445,"score_gpt":0.1861956361914917,"score_spread":0.1763753126646402,"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."}}