{"id":"W4399172793","doi":"10.1021/acscatal.4c02016","title":"Direct Methanol Fuel Cell with Porous Carbon-Supported PtRu Single-Atom Catalysts for Coproduction of Electricity and Value-Added Formate","year":2024,"lang":"en","type":"article","venue":"ACS Catalysis","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada)","funders":"Science, Technology and Innovation Commission of Shenzhen Municipality; National Natural Science Foundation of China","keywords":"Catalysis; Methanol; Coproduction; Formate; Chemical engineering; Porosity; Carbon fibers; Materials science; Fuel cells; Chemistry; Waste management; Organic chemistry; Engineering","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":[0.0001215084,0.0003032583,0.0003292371,0.0002165263,0.0001925918,0.0002910216,0.0004540611,0.0004736985,0.000735759],"category_scores_gemma":[0.0002914137,0.000170172,0.0002285973,0.0001979277,0.0002429443,0.0004676007,0.000258301,0.0004775722,0.0002899443],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005037318,"about_ca_system_score_gemma":0.0002558485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001369042,"about_ca_topic_score_gemma":0.003247257,"domain_scores_codex":[0.999879,0.000007224912,0.000008242646,0.00002900183,0.00005598524,0.00002049044],"domain_scores_gemma":[0.9999532,0.00001297115,0.000008089957,0.000005843617,0.00001088156,0.000009063001],"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":[0.00004174693,0.0000451472,0.0001685398,0.00008074191,0.000009722512,0.0000968343,0.00001543707,0.0005770741,0.9936391,0.0003915164,0.0001128028,0.004821352],"study_design_scores_gemma":[0.00001281212,0.00007866997,0.0003685718,0.000003285,0.00000857566,0.00008823458,0.000006146548,0.005571595,0.9929153,0.00003670529,0.0009042918,0.00000591542],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809945,0.001712954,0.01293437,0.0002179916,0.00007936155,0.0000489271,0.0002392244,0.0002879658,0.003484633],"genre_scores_gemma":[0.9891562,0.0006317535,0.008773132,0.00002394637,0.00001267615,0.00001770988,0.0001145258,0.00001430076,0.001255636],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001369042,"threshold_uncertainty_score":0.003654838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007471155396378421,"score_gpt":0.20626223904524,"score_spread":0.1987910836488616,"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."}}