{"id":"W4410382710","doi":"10.1016/j.est.2025.117031","title":"Synthesis of MgAl/GO heterostructure for electrochemical hydrogen adsorption","year":2025,"lang":"en","type":"article","venue":"Journal of Energy Storage","topic":"Hydrogen Storage and Materials","field":"Materials Science","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Electrochemistry; Heterojunction; Adsorption; Hydrogen; Materials science; Chemistry; Nanotechnology; Optoelectronics; Physical chemistry; Electrode; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005039161,0.0001506413,0.0004868777,0.0001729045,0.00004821015,0.0000325155,0.0003247971,0.0001518109,0.0001560648],"category_scores_gemma":[0.0002713764,0.000122371,0.0002305217,0.0001315143,0.00005654128,0.0001800831,0.0000432308,0.00007146819,0.000002115022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008880704,"about_ca_system_score_gemma":0.0001350649,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001065258,"about_ca_topic_score_gemma":0.000004830516,"domain_scores_codex":[0.998628,0.00009388809,0.0006493611,0.0001591749,0.0002346756,0.0002348787],"domain_scores_gemma":[0.9987773,0.0001584098,0.0005507885,0.0001992782,0.0002365889,0.00007762755],"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":[0.0002830208,0.00004709716,0.00001277966,0.00005997698,0.00005074278,0.000007686912,0.00002839465,0.0001419423,0.9964471,0.00118994,0.001312059,0.0004192868],"study_design_scores_gemma":[0.0003502659,0.0001301437,0.00001570487,0.00008935376,0.00009749323,0.00004790422,0.00001105974,0.00003850288,0.983696,0.001831945,0.01359058,0.0001010198],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9864467,0.0005053862,0.01195932,0.0001045129,0.0006819313,0.00006044383,0.00002879227,0.00001394011,0.0001989642],"genre_scores_gemma":[0.9975466,0.00004740361,0.001688936,0.0001426316,0.0002809596,0.000011656,0.000003329637,0.00001572114,0.0002627468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01275104,"threshold_uncertainty_score":0.4990146,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006719960743494998,"score_gpt":0.2388800642046044,"score_spread":0.2321601034611094,"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."}}