{"id":"W2040966524","doi":"10.1016/j.energy.2013.10.021","title":"Low platinum, high limiting current density of the PEMFC (proton exchange membrane fuel cell) based on multilayer cathode catalyst approach","year":2013,"lang":"en","type":"article","venue":"Energy","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":61,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"","keywords":"Proton exchange membrane fuel cell; Limiting current; Cathode; Anode; Nafion; Membrane electrode assembly; Electrode; Polarization (electrochemistry); Materials science; Platinum; Current density; Analytical Chemistry (journal); Catalysis; Diffusion layer; Composite material; Chemical engineering; Layer (electronics); Chemistry; Electrochemistry; Chromatography","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":[0.00009678536,0.0002357543,0.0002679029,0.0002967414,0.0002156511,0.0005540116,0.0003013291,0.0003279315,0.001195466],"category_scores_gemma":[0.0001852538,0.0001289126,0.0001814069,0.0001949646,0.0001179997,0.0004986671,0.0002385663,0.000307744,0.0004371096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003428241,"about_ca_system_score_gemma":0.000179215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004438755,"about_ca_topic_score_gemma":0.0007233691,"domain_scores_codex":[0.9999108,0.000005138008,0.00000505948,0.00001625378,0.00005249652,0.00001032671],"domain_scores_gemma":[0.9999521,0.00000650089,0.000006553214,0.000006884911,0.0000197743,0.000008135316],"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":[0.00007783114,0.0000162702,0.0003925514,0.000188308,0.00001301694,0.00006463342,0.00002412948,0.0003868499,0.9876882,0.001733319,0.0002913271,0.009123513],"study_design_scores_gemma":[0.000006427308,0.0001177703,0.00104034,0.000008889898,0.00002314417,0.0002291979,0.00001835918,0.002934158,0.9908519,0.0002531947,0.00451067,0.000005886852],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9357266,0.006092362,0.03899077,0.000390832,0.0001481504,0.00004713589,0.0004609402,0.0004718053,0.01767135],"genre_scores_gemma":[0.9864997,0.001324154,0.008695509,0.00003456202,0.0000213491,0.00001875321,0.0001798036,0.00003036142,0.003195903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001195466,"threshold_uncertainty_score":0.003999233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008555926603826557,"score_gpt":0.1769905797185256,"score_spread":0.1684346531146991,"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."}}