{"id":"W4385522727","doi":"10.1016/j.jpowsour.2023.233448","title":"Low loading inkjet printed bifunctional electrodes for proton exchange membrane unitized regenerative fuel cells","year":2023,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Energy; University of Alberta","funders":"Consejo Nacional de Ciencia y Tecnología; Canada First Research Excellence Fund; University of Alberta","keywords":"Bifunctional; Proton exchange membrane fuel cell; Nafion; Electrode; Ionomer; Electrolysis; Membrane electrode assembly; Catalysis; Materials science; Bifunctional catalyst; Chemical engineering; Platinum; Fabrication; Cyclic voltammetry; Nanotechnology; Inorganic chemistry; Chemistry; Composite material; Electrochemistry; Electrolyte; Organic chemistry; Polymer; Engineering","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":[0.0001263351,0.0002762559,0.0002207757,0.0002998572,0.000148405,0.000574151,0.000640122,0.0006536601,0.002082369],"category_scores_gemma":[0.0002943669,0.0001560756,0.0001361578,0.0002676387,0.0001711262,0.0005944567,0.0002656502,0.0005717242,0.0006833929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003112935,"about_ca_system_score_gemma":0.0001076309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002491852,"about_ca_topic_score_gemma":0.0008146577,"domain_scores_codex":[0.9998196,0.00001363625,0.0000128492,0.00003381731,0.00008776362,0.0000324149],"domain_scores_gemma":[0.9999068,0.0000228156,0.00001543296,0.00001194807,0.00003312328,0.00000994493],"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":[0.00007969326,0.00002975893,0.00006011274,0.00007514493,0.000004445027,0.00007522001,0.00001717114,0.0001638628,0.9888466,0.0002884545,0.0003631279,0.009996414],"study_design_scores_gemma":[0.000003950103,0.00003963535,0.0001727063,0.000003012259,0.000003874998,0.00003181929,0.000008320405,0.001049044,0.9974643,0.0000311083,0.001188662,0.000003557305],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709269,0.003162508,0.01482316,0.0004889253,0.0004365826,0.00003406236,0.0006773095,0.0005988809,0.008851646],"genre_scores_gemma":[0.9848734,0.0007538222,0.006446163,0.00008199985,0.00003237899,0.00001487681,0.0002395828,0.00004864969,0.007509184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002082369,"threshold_uncertainty_score":0.006966233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01417060737579215,"score_gpt":0.2399474230869176,"score_spread":0.2257768157111254,"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."}}