{"id":"W3032575588","doi":"10.1039/d0ee00723d","title":"Dendrite-free Zn electrodeposition triggered by interatomic orbital hybridization of Zn and single vacancy carbon defects for aqueous Zn-based flow batteries","year":2020,"lang":"en","type":"article","venue":"Energy & Environmental Science","topic":"Advanced battery technologies research","field":"Engineering","cited_by":173,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"KAIST Institute for IT Convergence; National Research Foundation of Korea","keywords":"Vacancy defect; Zinc; Aqueous solution; Materials science; Diffusion; Carbon fibers; Orbital hybridisation; Chemical physics; Crystallography; Chemistry; Metallurgy; Physical chemistry; Molecular orbital; Thermodynamics; Molecular orbital theory; Physics; Composite material; Organic chemistry; Molecule","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":[0.00005671466,0.0001573072,0.0001610244,0.0000906359,0.0000947622,0.00003896431,0.0003253144,0.00005380489,0.00001030357],"category_scores_gemma":[0.00006433491,0.0001684533,0.0000304409,0.0002557522,0.000374405,0.0002569227,0.000134616,0.00009188791,7.915285e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002783034,"about_ca_system_score_gemma":0.00001704101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001391709,"about_ca_topic_score_gemma":0.00001016491,"domain_scores_codex":[0.9988247,0.00001586288,0.0001960877,0.0003479461,0.0002713595,0.0003440975],"domain_scores_gemma":[0.9996006,0.00005235353,0.00004712907,0.0002052642,0.000007045786,0.00008763541],"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":[0.0000326242,0.00002748227,0.0002767702,0.0000239191,0.000005447048,0.000003671801,0.00004656264,0.01042004,0.9796434,0.0000117006,0.00006381302,0.009444543],"study_design_scores_gemma":[0.0003660518,0.0003141817,0.0001636487,0.0000169596,0.000005689112,0.000005887743,0.00004219888,0.1566271,0.8421261,0.00008032056,0.0001030919,0.0001487771],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9457611,0.0004809554,0.05320147,0.0001089068,0.00004547973,0.00015055,0.00006238175,0.0001272164,0.00006198437],"genre_scores_gemma":[0.9968624,0.00005242426,0.002877202,0.00005892986,0.00001789842,0.00005021598,0.0000471411,0.00002683151,0.000007022697],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1462071,"threshold_uncertainty_score":0.6869324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005511499929875449,"score_gpt":0.1888409608026556,"score_spread":0.1833294608727801,"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."}}