{"id":"W4414070699","doi":"10.1002/adfm.202518162","title":"Dual Regulation of Bulk Heterostructure and Engineered Cathode‐Electrolyte Interphase in Vanadium Cathodes for Durable Zinc Storage","year":2025,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Advanced battery technologies research","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Key Research and Development Program of China","keywords":"Cathode; Interphase; Heterojunction; Electrochemistry; Energy storage; In situ; Vanadium; Electrode","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":[0.00008660753,0.0003137609,0.0001788679,0.000127601,0.0001062054,0.0004348122,0.0003118395,0.0002164188,0.00052358],"category_scores_gemma":[0.00008215495,0.0001797601,0.0001433823,0.0001114979,0.0002061864,0.0002630564,0.0003225124,0.0002865335,0.0002188538],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003206689,"about_ca_system_score_gemma":0.0001934203,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005374295,"about_ca_topic_score_gemma":0.001432869,"domain_scores_codex":[0.9999377,0.000003929557,0.000004310842,0.00001770151,0.00002198872,0.00001445441],"domain_scores_gemma":[0.9999627,0.000004453325,0.00001114468,0.000003409419,0.000009187979,0.0000091627],"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":[0.0000159695,0.00001021757,0.00005171661,0.00002419738,0.000003191768,0.00002450344,0.000008488701,0.0001783355,0.9983758,0.0002441342,0.00002762655,0.001035787],"study_design_scores_gemma":[0.000007571272,0.00005356983,0.0002990588,0.000002621645,0.000005946309,0.00003172455,0.00001440291,0.002538544,0.9960005,0.00005173971,0.0009893687,0.000004923977],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.986655,0.0009948902,0.009702203,0.00007109658,0.00004759058,0.00002126713,0.00009652229,0.0001875094,0.002223948],"genre_scores_gemma":[0.9959602,0.0003512978,0.002789074,0.00001446332,0.000006123687,0.000012397,0.0000372853,0.00001720145,0.000811929],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005374295,"threshold_uncertainty_score":0.002326667,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00871843863410678,"score_gpt":0.2478054603237235,"score_spread":0.2390870216896167,"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."}}