{"id":"W4417280643","doi":"10.1016/j.diamond.2025.113197","title":"Rational design of ternary-metal LDH nanoflowers anchored on reduced graphene oxide for bifunctional electrocatalysis in alkaline water splitting","year":2025,"lang":"en","type":"article","venue":"Diamond and Related Materials","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Research Council Canada","keywords":"Electrocatalyst; Water splitting; Tafel equation; Bifunctional; Graphene; Electrolysis; Oxide; Electrochemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006305851,0.0002296843,0.000422805,0.0005385568,0.0001132194,0.00002820871,0.0001224373,0.0002232743,0.0001409137],"category_scores_gemma":[0.00009572121,0.0001777011,0.0001055429,0.0003412879,0.00006740077,0.0001419957,0.00003940179,0.0000899369,0.000006723336],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007679342,"about_ca_system_score_gemma":0.00005871878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002454623,"about_ca_topic_score_gemma":0.00001338152,"domain_scores_codex":[0.99829,0.0001223492,0.0006340324,0.0004102533,0.0001945313,0.000348825],"domain_scores_gemma":[0.9993721,0.0001517136,0.0001402686,0.0001869234,0.0001046268,0.00004439482],"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":[0.0009958341,0.00008037662,0.00003665606,0.00004952049,0.000302824,0.000004863623,0.000086645,0.003878252,0.9860642,0.008079998,0.0001183676,0.0003024391],"study_design_scores_gemma":[0.001739066,0.0001634148,0.0002153093,0.0001019613,0.0001187738,0.000004892922,0.00002963252,0.0006770802,0.9908504,0.005527972,0.0003822481,0.0001891796],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978576,0.000150709,0.0006229237,0.0001757421,0.0004525711,0.000287715,0.00001225267,0.00004865484,0.0003917734],"genre_scores_gemma":[0.9968662,0.0000993041,0.000583553,0.00007193423,0.00004529895,0.00008341099,0.0008938942,0.00002782199,0.001328589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004786246,"threshold_uncertainty_score":0.7246439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006593909078092162,"score_gpt":0.216257999924147,"score_spread":0.2096640908460548,"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."}}