{"id":"W4402591217","doi":"10.1021/acsami.4c10376","title":"Flash Joule Heating Synthesis of Layer-Stacked Vanadium Oxide/Graphene Hybrids within Seconds for High-Performance Aqueous Zinc-Ion Batteries","year":2024,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Advanced battery technologies research","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Collaborative Innovation Center of Suzhou Nano Science and Technology; Higher Education Discipline Innovation Project; Priority Academic Program Development of Jiangsu Higher Education Institutions; Suzhou Key Laboratory of Functional Nano and Soft Materials; Western University; National Natural Science Foundation of China; Soochow University","keywords":"Materials science; Graphene; Joule heating; Flash (photography); Ion; Aqueous solution; Vanadium; Layer (electronics); Zinc; Oxide; Vanadium oxide; Nanotechnology; Optoelectronics; Chemical engineering; Composite material; Metallurgy; Organic chemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007527713,0.0003797102,0.0001758052,0.0002992541,0.0001273044,0.0003470046,0.0003261372,0.0003183663,0.0006545148],"category_scores_gemma":[0.0001057202,0.0001954742,0.0002592611,0.0002085028,0.0001226958,0.0002576158,0.0002579169,0.0003138815,0.0002552623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002646233,"about_ca_system_score_gemma":0.0001496232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005301984,"about_ca_topic_score_gemma":0.001884116,"domain_scores_codex":[0.9999231,0.000003878057,0.000005300934,0.00001533952,0.00003143554,0.00002097472],"domain_scores_gemma":[0.9999688,0.00000435476,0.000008162545,0.000003321228,0.000007921745,0.000007607312],"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":[0.000008786192,0.00000578438,0.00002983375,0.00002703707,0.000004689823,0.00002623673,0.00001004803,0.0001651256,0.9983089,0.00007811834,0.00002829758,0.001307129],"study_design_scores_gemma":[0.000003596427,0.00004787751,0.0003828651,0.000002423676,0.000008459447,0.00003022461,0.00001043227,0.001322756,0.9973224,0.00003113896,0.0008325297,0.000005311526],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804258,0.001992185,0.0138244,0.00007074521,0.00008869934,0.00005493483,0.0002681763,0.0003752546,0.002899955],"genre_scores_gemma":[0.9931567,0.0006751944,0.004613738,0.00002033687,0.000007618946,0.00001803791,0.000125944,0.00002972298,0.001352715],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006545148,"threshold_uncertainty_score":0.002189577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01274693047355418,"score_gpt":0.2422575786561555,"score_spread":0.2295106481826013,"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."}}