{"id":"W7117358236","doi":"10.1021/acscatal.5c05877","title":"Gold–Mediated Enhancement of Methanol Oxidation Activity and Selectivity on Pt–Au@Ni Electrocatalysts","year":2025,"lang":"en","type":"article","venue":"ACS Catalysis","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Catalysis; Formate; Bifunctional; Methanol; Selectivity; Galvanic cell; Electrochemistry; Infrared spectroscopy","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":[0.0001430767,0.0003683304,0.0002190986,0.0003610918,0.0001413361,0.0003122539,0.0004200347,0.0003332337,0.002166398],"category_scores_gemma":[0.0002039545,0.0002391096,0.0001725035,0.0002091555,0.0002503161,0.0003419953,0.0002326491,0.0004689736,0.0005317111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003697514,"about_ca_system_score_gemma":0.0001111407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007125075,"about_ca_topic_score_gemma":0.001750998,"domain_scores_codex":[0.9998298,0.000009481351,0.00001256771,0.00005108841,0.00006635347,0.00003074513],"domain_scores_gemma":[0.9999361,0.00001665778,0.00001186587,0.00001006297,0.00001576492,0.000009572437],"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":[0.00001953307,0.00000509352,0.00003204076,0.00001465257,0.000001761963,0.00002153796,0.000008921121,0.00003131242,0.9986759,0.0000682901,0.00006472708,0.001056127],"study_design_scores_gemma":[0.000001584262,0.0000113193,0.0004055845,8.153078e-7,0.000001719314,0.00002555364,0.000004265915,0.0006051369,0.9985334,0.00001098199,0.0003982999,0.000001505845],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9773644,0.0008341534,0.01260828,0.0002206411,0.00008925673,0.00004263778,0.0005374486,0.0008259722,0.007477335],"genre_scores_gemma":[0.983128,0.0004665134,0.01021978,0.00005641312,0.0000193014,0.00004650114,0.0003910497,0.00006810291,0.005604261],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002166398,"threshold_uncertainty_score":0.007247269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006212195242517021,"score_gpt":0.234607287821912,"score_spread":0.228395092579395,"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."}}