{"id":"W4416933991","doi":"10.1021/acsaem.5c02963","title":"Enhanced Charge-Transfer Kinetics Enabled by ZrO <sub>2</sub> –Based Dielectric Layers in Lithium-Ion Batteries","year":2025,"lang":"en","type":"article","venue":"ACS Applied Energy Materials","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Core Research for Evolutional Science and Technology; Japan Science and Technology Agency; Japan Society for the Promotion of Science; Murata Science Foundation; Iwatani Naoji Foundation; David Suzuki Foundation","keywords":"Dielectric spectroscopy; Dielectric; Adsorption; Ion; Density functional theory; Electrochemistry; Electrode; Kinetics; Electrical impedance","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002442383,0.0005456043,0.0007313751,0.0003386024,0.00007304033,0.0001507275,0.0003712114,0.0002983191,0.0002488767],"category_scores_gemma":[0.00002115688,0.0005894137,0.0000318597,0.0005059921,0.00007210104,0.0001564049,0.00007150478,0.0001134746,0.0000472342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002156528,"about_ca_system_score_gemma":0.00002399029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002051003,"about_ca_topic_score_gemma":0.00001161357,"domain_scores_codex":[0.997477,0.00008066602,0.0008860232,0.0005284325,0.0002421761,0.000785688],"domain_scores_gemma":[0.9992033,0.0001129159,0.00006691521,0.0005111563,0.00003739244,0.00006836693],"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":[0.0001546468,0.00007182866,0.000002718372,0.0002472043,0.00005139973,0.000003531779,0.00004859605,0.004890589,0.9887344,0.00223936,0.00255205,0.001003675],"study_design_scores_gemma":[0.001127819,0.0000374047,0.00004415943,0.00009080391,0.00003025733,4.466706e-7,0.00001084045,0.00003227262,0.9927812,0.0006856913,0.004633043,0.0005260622],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9709604,0.00012313,0.02441279,0.0001288417,0.001523024,0.0003875009,0.0001105835,0.0004466544,0.001907048],"genre_scores_gemma":[0.9966524,0.0003679529,0.0001709788,0.001307629,0.0001431912,0.0007943069,0.0003125819,0.0001234968,0.0001275071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02569193,"threshold_uncertainty_score":0.9996557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004615231451276386,"score_gpt":0.1973286617152474,"score_spread":0.192713430263971,"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."}}