{"id":"W2013738916","doi":"10.1002/fuce.201300092","title":"Performance Analysis of PEM Fuel Cells with Different Electrical Loads","year":2014,"lang":"en","type":"article","venue":"Fuel Cells","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ballard Power Systems","keywords":"Proton exchange membrane fuel cell; Total harmonic distortion; Electric power system; Alternating current; Power (physics); Electricity; Electric power; Automotive engineering; Voltage; Battery (electricity); Three-phase; Electrical load; Power factor; Electrical engineering; Nuclear engineering; Materials science; Computer science; Fuel cells; Engineering; Physics; Thermodynamics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001312794,0.0002648274,0.0005770804,0.0002644777,0.0000291937,0.00003148409,0.0002058974,0.0001670088,0.000447738],"category_scores_gemma":[0.000002774317,0.0001899487,0.0001434098,0.00059549,0.00004651484,0.00006061822,0.00002926222,0.0001802001,0.00009390315],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004034058,"about_ca_system_score_gemma":0.000008986736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001314504,"about_ca_topic_score_gemma":0.000007183289,"domain_scores_codex":[0.9987124,0.00003888537,0.0003643056,0.0002404803,0.0002592636,0.000384685],"domain_scores_gemma":[0.9993035,0.00007033594,0.00008129722,0.0003727883,0.00005170993,0.0001203557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001227276,0.0002581548,0.002665557,0.004091599,0.002075121,0.00001117086,0.0006520931,0.4989378,0.4881707,0.00006295976,0.001785451,0.001166647],"study_design_scores_gemma":[0.0008291043,0.0003723034,0.006503609,0.00006811701,0.001430988,0.000002727247,0.00001467336,0.4549954,0.5265433,0.0000337009,0.008584619,0.0006214128],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9667266,0.0009028179,0.0005613429,0.000007562653,0.0004851692,0.0001400762,0.00001687122,0.000153912,0.03100562],"genre_scores_gemma":[0.9964675,0.002357659,0.0003229073,0.00001903484,0.00008417568,0.000008116968,0.00002110046,0.00004522136,0.0006742846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04394237,"threshold_uncertainty_score":0.7745883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003729297809417839,"score_gpt":0.1646718782211292,"score_spread":0.1609425804117114,"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."}}