{"id":"W2785307491","doi":"10.1016/j.chempr.2017.12.005","title":"Graphene Defects Trap Atomic Ni Species for Hydrogen and Oxygen Evolution Reactions","year":2018,"lang":"en","type":"article","venue":"Chem","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":775,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Light Source (Canada)","funders":"Australian Research Council; Griffith University","keywords":"Graphene; Hydrogen; Oxygen; Materials science; Trap (plumbing); Nanotechnology; Chemistry; Environmental science","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":[0.00008168648,0.0002882,0.0001317716,0.0003768036,0.0003117268,0.00054472,0.0005979358,0.0004290771,0.00220579],"category_scores_gemma":[0.0001812977,0.0001518248,0.00009760691,0.0002129964,0.0004139032,0.0005128217,0.0003632965,0.0005042807,0.0003809864],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004980566,"about_ca_system_score_gemma":0.0001186921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006730943,"about_ca_topic_score_gemma":0.002458647,"domain_scores_codex":[0.9999197,0.00000490962,0.000002409588,0.00001143055,0.00004039732,0.00002125762],"domain_scores_gemma":[0.9999551,0.00001174932,0.000007010327,0.000008770435,0.000008793952,0.000008530497],"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":[0.0002536727,0.00006830092,0.0006612018,0.0002305906,0.00002501564,0.0001425131,0.0001121663,0.0005584368,0.9686472,0.009509424,0.003462638,0.0163288],"study_design_scores_gemma":[0.0000183106,0.00009236983,0.0006125697,0.000007499333,0.00001895269,0.00006605643,0.0001006361,0.00383757,0.9862133,0.001029616,0.007990802,0.00001232828],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9799243,0.002005681,0.004671554,0.0006927562,0.0004249855,0.00003253535,0.000264105,0.0004154215,0.01156855],"genre_scores_gemma":[0.9955641,0.0003514955,0.0009597245,0.00005385769,0.00002085872,0.000007437392,0.00009104539,0.00002723135,0.00292411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00220579,"threshold_uncertainty_score":0.007379115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0123750847346359,"score_gpt":0.2180232226726551,"score_spread":0.2056481379380192,"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."}}