{"id":"W7108636193","doi":"10.1016/j.fuel.2025.137844","title":"Suppressing Adverse Effects of redox mediator shuttling in Li-air batteries by using silicon-based anode","year":2025,"lang":"en","type":"article","venue":"Fuel","topic":"Advanced Battery Materials and Technologies","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Science and Technology Innovation 2025 Major Project of Ningbo; Fundamental Research Funds for the Central Universities; Ningbo Municipal Science and Technology Innovative Research Team; Ministry of Natural Resources","keywords":"Anode; Redox; Electrolyte; Energy storage; Composite number; Battery (electricity); Metal; Electrochemistry","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":[0.00005120537,0.0001457103,0.0002557103,0.0001546082,0.00002517652,0.00001067182,0.0001265602,0.0001084679,0.00001108514],"category_scores_gemma":[0.00008558571,0.0001490375,0.00003132591,0.0001619876,0.00006505151,0.0001299857,0.00004817371,0.00009656384,0.000001613551],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005350415,"about_ca_system_score_gemma":0.00001707498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001377361,"about_ca_topic_score_gemma":0.000006546491,"domain_scores_codex":[0.9993147,0.00001647878,0.0002396886,0.000146782,0.00006785178,0.0002145554],"domain_scores_gemma":[0.9995944,0.0001365714,0.00003953483,0.0001997347,0.00001315358,0.00001658713],"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":[0.0000133254,0.00002030107,0.003376434,0.001496183,0.00001487071,0.00001189711,0.0000808512,0.03244428,0.9610832,0.00001863078,0.0001798257,0.001260192],"study_design_scores_gemma":[0.0004807663,0.00001353743,0.001132183,0.0005376794,0.00001309683,3.879801e-7,0.00008371779,0.01502588,0.9817817,0.0003003192,0.0004792001,0.0001515288],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925887,0.001006327,0.005218962,0.00004683384,0.0005717764,0.0001280295,0.00002120374,0.0003107252,0.000107426],"genre_scores_gemma":[0.997845,0.00003105913,0.00200005,0.00005012682,0.00001845251,0.0000163552,0.000008490707,0.00002200564,0.000008461549],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02069849,"threshold_uncertainty_score":0.6077574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003984973518574764,"score_gpt":0.2142226755527571,"score_spread":0.2102377020341823,"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."}}