{"id":"W4319337383","doi":"10.1149/2754-2734/acb9a6","title":"Efficient Oxidation of Ethanol at Ru@Pt Core-Shell Catalysts in a Proton Exchange Membrane Electrolysis Cell","year":2023,"lang":"en","type":"article","venue":"ECS Advances","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Faraday efficiency; Catalysis; Electrolysis; Proton exchange membrane fuel cell; Direct-ethanol fuel cell; Chemistry; Electrochemistry; Inorganic chemistry; Acetic acid; Electrocatalyst; Ethanol; Electrolysis of water; Chemical engineering; Electrode; Electrolyte; Organic chemistry","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":[0.0002573635,0.0003276624,0.0006853173,0.0002219416,0.0002139598,0.0004673149,0.000677089,0.000756333,0.001019463],"category_scores_gemma":[0.0003140799,0.0002761358,0.0002233506,0.0002033653,0.0002526098,0.0005015176,0.0002788143,0.0006000072,0.0005324223],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004085417,"about_ca_system_score_gemma":0.0001583453,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008498038,"about_ca_topic_score_gemma":0.001691316,"domain_scores_codex":[0.9997675,0.00002526578,0.0000225392,0.0000463566,0.0001008094,0.00003756027],"domain_scores_gemma":[0.9999262,0.00002336847,0.00001040349,0.000008695211,0.00001973221,0.00001152575],"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":[0.00007708198,0.00004176877,0.0001012069,0.00006249794,0.000009564593,0.00008779814,0.00001818046,0.0003003391,0.9972394,0.00009250032,0.0001103036,0.001859504],"study_design_scores_gemma":[0.00001292615,0.00009258473,0.0003624151,0.000003254348,0.000007940378,0.00005089891,0.000009608169,0.004140144,0.9948413,0.00001831395,0.0004564496,0.000004162967],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9927294,0.0007004531,0.004276042,0.0001614218,0.00006545964,0.00003523397,0.0001806113,0.0002602304,0.001591078],"genre_scores_gemma":[0.9957036,0.0003986165,0.002418983,0.00002540246,0.000008056046,0.00001385289,0.0001023806,0.00002341626,0.001305691],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001019463,"threshold_uncertainty_score":0.003410518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01060653997743034,"score_gpt":0.2407822930033449,"score_spread":0.2301757530259146,"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."}}