{"id":"W4415059560","doi":"10.1016/j.apcatb.2025.126067","title":"Promoted hydroxylation on synergistic Ru single atom/cluster enables PET upcycling at industrial-level current densities","year":2025,"lang":"en","type":"article","venue":"Applied Catalysis B: Environmental","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Natural Science Foundation of China; Canadian Anesthesiologists' Society","keywords":"Catalysis; Electrocatalyst; Formate; Ethylene glycol; Faraday efficiency; Selectivity; Electrochemistry; Hydroxylation; Polyethylene terephthalate","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008503156,0.0002495845,0.0002761995,0.0001276207,0.000183403,0.0002811382,0.0004727803,0.0003487217,0.003158174],"category_scores_gemma":[0.0002015106,0.000142345,0.0001725898,0.0001348232,0.0001521923,0.000340321,0.0002597537,0.0004354533,0.0006485173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002777342,"about_ca_system_score_gemma":0.0001339015,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005728413,"about_ca_topic_score_gemma":0.001870018,"domain_scores_codex":[0.9998604,0.00001007185,0.00000582075,0.00004303594,0.00003575963,0.00004490091],"domain_scores_gemma":[0.9999406,0.0000148474,0.000008671628,0.00001346272,0.00001304098,0.000009349808],"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":[0.0001560767,0.00002709304,0.0001611525,0.0001056286,0.000008362615,0.000108615,0.00004856141,0.0003619818,0.9912416,0.0006428998,0.0007008726,0.006437085],"study_design_scores_gemma":[0.000003345696,0.00008306045,0.0003846692,0.000002851466,0.000006114972,0.00004301261,0.00001801907,0.001352375,0.9961887,0.00003450913,0.001879149,0.000004271948],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9847637,0.0007090703,0.005776048,0.0001525477,0.00008275633,0.00002682997,0.0002363294,0.0004024667,0.007850166],"genre_scores_gemma":[0.9964927,0.0001363819,0.001335114,0.0000199236,0.000006812836,0.00000867617,0.0001099799,0.00002915571,0.001861333],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003158174,"threshold_uncertainty_score":0.01056516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02284837154199755,"score_gpt":0.223691403545226,"score_spread":0.2008430320032284,"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."}}