{"id":"W4408899664","doi":"10.1016/j.chempr.2025.102498","title":"Precisely constructing asymmetric triple atoms for highly efficient electrocatalysis","year":2025,"lang":"en","type":"article","venue":"Chem","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Light Source (Canada); Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Shenzhen University; Canada Foundation for Innovation; Western University; National Natural Science Foundation of China; Guangdong Science and Technology Department; Canada Research Chairs; Ballard Power Systems","keywords":"Electrocatalyst; Nanotechnology; Materials science; Chemistry; Electrochemistry; Physical chemistry; Electrode","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":[0.0001362833,0.0004166923,0.0002882869,0.0002619669,0.0002860983,0.0005874551,0.0005714142,0.0004889581,0.002700553],"category_scores_gemma":[0.0002401134,0.0002243043,0.0001339693,0.000283129,0.0003848939,0.0007242078,0.0008127743,0.001231994,0.001041975],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004448841,"about_ca_system_score_gemma":0.0002843869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003229789,"about_ca_topic_score_gemma":0.001047489,"domain_scores_codex":[0.9998685,0.000008532688,0.000007768997,0.00002290537,0.00005690426,0.00003545819],"domain_scores_gemma":[0.9999367,0.00001234853,0.000009032721,0.00001442335,0.00001667365,0.00001079861],"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":[0.0001540013,0.00008469121,0.000332499,0.0002000001,0.00002727011,0.0002053555,0.0001138609,0.002078761,0.8914909,0.07464463,0.002688287,0.02797969],"study_design_scores_gemma":[0.00002518127,0.00014896,0.0002331121,0.0000136712,0.00001167354,0.0001199998,0.00006034016,0.01115331,0.9675531,0.006325145,0.0143341,0.00002137585],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8632575,0.001709345,0.08745994,0.0007997553,0.0007294352,0.0001661596,0.0006188249,0.0008496071,0.04440944],"genre_scores_gemma":[0.9801312,0.0005619588,0.01410187,0.00009591947,0.00002517465,0.0000639762,0.0002150596,0.000117895,0.004686938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002700553,"threshold_uncertainty_score":0.009034276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007172250236754855,"score_gpt":0.2311874774434639,"score_spread":0.224015227206709,"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."}}