{"id":"W7081925774","doi":"10.1016/j.nanoms.2025.07.009","title":"Electrocatalytic synthesis of hydrogen peroxide: insights from mechanism to material design","year":2025,"lang":"en","type":"article","venue":"Nano Materials Science","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Jiaxing University; Natural Science Foundation of Zhejiang Province; National Natural Science Foundation of China","keywords":"Hydrogen; Material Design; Mechanism (biology); Hydrogen production; Electrocatalyst","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":[0.0004204866,0.0008608896,0.001011429,0.0004422503,0.0003053236,0.001188086,0.001141085,0.001043145,0.001803172],"category_scores_gemma":[0.0003637662,0.0006235541,0.0006406546,0.0005320185,0.0008651162,0.002284838,0.0004601403,0.001904721,0.0007622216],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000760878,"about_ca_system_score_gemma":0.0007971203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003839704,"about_ca_topic_score_gemma":0.0004800926,"domain_scores_codex":[0.9998832,0.00001882756,0.000009606005,0.00002769492,0.00003890117,0.00002180444],"domain_scores_gemma":[0.9999297,0.0000337759,0.00001092337,0.000006107141,0.00001326234,0.000006250012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002190963,0.0005521282,0.0006142444,0.02030477,0.0001936397,0.001185614,0.0003861499,0.05433068,0.3047245,0.401779,0.007645367,0.2080647],"study_design_scores_gemma":[0.0002294196,0.001726735,0.001127169,0.001556136,0.0002508441,0.001759034,0.000533417,0.2083654,0.2149814,0.2889539,0.2803124,0.000204221],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1174302,0.5593064,0.2691426,0.009321843,0.00170345,0.000415301,0.0006197962,0.000870693,0.0411897],"genre_scores_gemma":[0.3296099,0.5832318,0.07806299,0.001178503,0.0003427712,0.0005594676,0.0004220712,0.0001176001,0.006474799],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.001803172,"threshold_uncertainty_score":0.006032169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00859971211303161,"score_gpt":0.2211679667839802,"score_spread":0.2125682546709486,"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."}}