{"id":"W4413078809","doi":"10.1016/j.checat.2025.101440","title":"Scalable single-atom catalyst for high-performing and durable water electrolyzers","year":2025,"lang":"en","type":"article","venue":"Chem Catalysis","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Scalability; Catalysis; Water splitting; Materials science; Nanotechnology; Computer science; Chemical engineering; Environmental science; Chemistry; Engineering; Operating system; Organic chemistry","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":[0.0002316482,0.0005894992,0.0004855965,0.0003855847,0.0002519236,0.0006781892,0.001060291,0.0007517594,0.003816934],"category_scores_gemma":[0.000403317,0.0003359641,0.0002315627,0.0002344233,0.0002588533,0.0009876977,0.0007018028,0.001373996,0.002301913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000463305,"about_ca_system_score_gemma":0.0003604211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003799245,"about_ca_topic_score_gemma":0.001486591,"domain_scores_codex":[0.9996678,0.00001528141,0.00001508628,0.00007397022,0.0001748528,0.0000530382],"domain_scores_gemma":[0.9998897,0.00001863996,0.00001647919,0.00001964589,0.00003388703,0.00002162359],"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":[0.0000609265,0.00009403833,0.0001606017,0.0002466601,0.00002505039,0.0001266664,0.00003259127,0.0005458495,0.9719256,0.00228107,0.002985134,0.0215158],"study_design_scores_gemma":[0.00001776188,0.00008179079,0.0002556556,0.000008635661,0.00001175531,0.00009912696,0.00001972361,0.004824481,0.9835811,0.0003567223,0.01073483,0.000008495107],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7656662,0.01172829,0.1687201,0.002499612,0.00158138,0.0005757578,0.002431917,0.005116815,0.04167985],"genre_scores_gemma":[0.9408527,0.002747427,0.04138706,0.0001465192,0.0001087552,0.0001450734,0.001070448,0.0002470328,0.01329487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003816934,"threshold_uncertainty_score":0.01276892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005403340385696538,"score_gpt":0.1982776423912095,"score_spread":0.1928743020055129,"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."}}