{"id":"W4416733290","doi":"10.1016/j.compositesb.2025.113238","title":"Interface modification resolves the fast-charging–thermal stability dilemma of graphite anodes","year":2025,"lang":"en","type":"article","venue":"Composites Part B Engineering","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Tongji University; Natural Science Foundation of Shanghai; Spinal Cord Injury Canada","keywords":"Anode; Graphite; Electrolyte; Coating; Carbon fibers; Amorphous carbon; Thermal stability; Layer (electronics)","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":[],"consensus_categories":[],"category_scores_codex":[0.0001807747,0.0001948403,0.0002255436,0.0001068517,0.00005603824,0.00003696674,0.0003073232,0.00004698997,0.0000583032],"category_scores_gemma":[0.00002729829,0.0001717363,0.00004477051,0.0002362487,0.00005892952,0.0001315859,0.0000906121,0.0001193602,0.0000111283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005253244,"about_ca_system_score_gemma":0.000004855566,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003844234,"about_ca_topic_score_gemma":5.903681e-7,"domain_scores_codex":[0.9990656,0.0000269977,0.0003852347,0.0001796066,0.0001087222,0.0002337961],"domain_scores_gemma":[0.999258,0.0001422523,0.00004448001,0.0004850062,0.00004390011,0.00002639641],"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":[0.000007510554,0.000009614912,0.002435706,0.0001565079,0.00003884888,1.710607e-7,0.0001425833,0.3926992,0.6037614,0.000513935,0.00008322149,0.0001513477],"study_design_scores_gemma":[0.0001948727,0.00001519074,0.01553486,0.0002262914,0.00003125831,0.000001066155,0.00003588875,0.08591248,0.8951909,0.0000876847,0.002540034,0.0002295012],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9066676,0.0008015126,0.0908295,0.00005737355,0.0006817001,0.0002364292,0.00002543072,0.0002510647,0.0004493727],"genre_scores_gemma":[0.9980746,0.00002215914,0.001721209,0.00001336815,0.0000449924,0.00005677631,0.00001164903,0.00002882743,0.00002645223],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3067867,"threshold_uncertainty_score":0.7003201,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0156617903874972,"score_gpt":0.2429437993751863,"score_spread":0.2272820089876891,"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."}}