{"id":"W4414253535","doi":"10.1016/j.electacta.2025.147394","title":"DES-guided engineering of N-doped carbon for mussel-inspired, oxygen-vacancy-rich CeO2 nanozymes toward H2O2 sensing","year":2025,"lang":"en","type":"article","venue":"Electrochimica Acta","topic":"Advanced Nanomaterials in Catalysis","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"Nanjing University; Nanjing University of Science and Technology; Studio; National Natural Science Foundation of China","keywords":"Heteroatom; Nanoparticle; Carbon fibers; Selectivity; Detection limit; Dispersion (optics); Conductivity; Nucleation","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":[0.00006545733,0.000232703,0.00009787897,0.0001073664,0.0001052224,0.0002332359,0.0002208834,0.0002698368,0.0005362577],"category_scores_gemma":[0.0001404213,0.00009840447,0.0001498808,0.00007006359,0.0001366543,0.0001429734,0.0001853296,0.0002126139,0.0002005531],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000339623,"about_ca_system_score_gemma":0.0001684798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001060422,"about_ca_topic_score_gemma":0.003500744,"domain_scores_codex":[0.9999388,0.0000035614,0.000003651587,0.0000193613,0.00002103838,0.00001353156],"domain_scores_gemma":[0.9999348,0.00000866689,0.00001674006,0.000007122407,0.00001795489,0.00001472087],"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":[0.00001777706,0.000008864613,0.00006781309,0.00001600777,0.000002168451,0.00002812022,0.000007724048,0.0002014765,0.9985921,0.00008193788,0.00002615692,0.000949912],"study_design_scores_gemma":[0.000004103228,0.0000259308,0.0006658416,0.00000191971,0.000002919878,0.00003706309,0.00001099332,0.002010406,0.9961256,0.00002602978,0.001084564,0.000004468157],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909966,0.0002620294,0.005818558,0.00006493995,0.0000332739,0.00001917748,0.00009435885,0.00009469673,0.002616288],"genre_scores_gemma":[0.9944292,0.0001055051,0.003037146,0.00002492023,0.000002938247,0.00001071179,0.00007388391,0.00002334618,0.002292322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001060422,"threshold_uncertainty_score":0.002464175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01380226877748318,"score_gpt":0.2606690477583171,"score_spread":0.2468667789808339,"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."}}