{"id":"W4414108162","doi":"10.1021/acsami.5c14927","title":"Synergistic Dual-Carbon Networks Bridged Mn-Doped TiNb<sub>2</sub>O<sub>7</sub> Anode for Fast-Charging Lithium-Ion Batteries","year":2025,"lang":"en","type":"article","venue":"ACS Applied Materials & Interfaces","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Novelis (Canada)","funders":"Guangzhou Municipal Science and Technology Bureau; National Key Research and Development Program of China; Guangdong University of Technology; Guangdong Science and Technology Department; Nankai University","keywords":"Anode; Hydrothermal circulation; Cathode; Electrochemistry; Oxide; Conductivity; Ionic conductivity; Electrical conductor; Graphene","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":[0.00006754379,0.0004757006,0.0002803585,0.0002162239,0.000111251,0.0002510326,0.0003186915,0.0003559981,0.0006292181],"category_scores_gemma":[0.00008205474,0.0001873682,0.0001864182,0.0001536797,0.0001451573,0.0003001458,0.0002913531,0.0002305542,0.0002597066],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001836395,"about_ca_system_score_gemma":0.000101393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003404589,"about_ca_topic_score_gemma":0.001664919,"domain_scores_codex":[0.9999348,0.000005828015,0.000004296203,0.00001217084,0.0000292921,0.00001356981],"domain_scores_gemma":[0.9999689,0.00000266507,0.000006548177,0.000001850546,0.00001002609,0.00001003873],"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":[0.00004563231,0.00001714109,0.00007211277,0.00008084808,0.000007255158,0.00005255609,0.000009409058,0.0001838381,0.9965419,0.0001111636,0.0000822072,0.00279597],"study_design_scores_gemma":[0.00001228096,0.0001281711,0.0006281062,0.000006767325,0.0000234033,0.00008782322,0.00001475117,0.003432501,0.9932817,0.00003461925,0.002339825,0.00000984856],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9839566,0.002698682,0.007324064,0.0000946693,0.0001781943,0.00004590666,0.0001140307,0.0001886327,0.005399195],"genre_scores_gemma":[0.9908659,0.00103641,0.005562305,0.00005398321,0.00001692567,0.00003001806,0.00008684141,0.00002008255,0.002327725],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0006292181,"threshold_uncertainty_score":0.002104938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009016801647564505,"score_gpt":0.2255394778743293,"score_spread":0.2165226762267649,"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."}}