{"id":"W4414524187","doi":"10.3390/batteries11100350","title":"Multiphysics Optimization of Graphite-Buffered Bilayer Anodes with Diverse Inner Materials for High-Energy Lithium-Ion Batteries","year":2025,"lang":"en","type":"article","venue":"Batteries","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Trois-Rivières","funders":"Université du Québec à Trois-Rivières","keywords":"Multiphysics; Anode; Overpotential; Electrolyte; Lithium titanate; Lithium (medication); Battery (electricity); Lithium metal; Graphite","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002588654,0.0005578421,0.0005166484,0.0003394592,0.0003904882,0.0006136707,0.0006663186,0.0007672113,0.0009831641],"category_scores_gemma":[0.0004296809,0.000317616,0.0005419889,0.0003057218,0.0002528091,0.000403002,0.0004505369,0.0004409163,0.0001973662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006102974,"about_ca_system_score_gemma":0.0007555867,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00203547,"about_ca_topic_score_gemma":0.002752605,"domain_scores_codex":[0.9999018,0.00001822853,0.000004826701,0.00001078508,0.00004543258,0.00001900226],"domain_scores_gemma":[0.9999081,0.00003483024,0.00001195179,0.000009040839,0.0000245699,0.0000115322],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001688641,0.0001344114,0.001378403,0.0001504794,0.00004166182,0.0002023485,0.00006425824,0.911971,0.0802069,0.001618687,0.00015573,0.003907374],"study_design_scores_gemma":[0.00003496643,0.0001068209,0.000406832,0.000006857454,0.00001441499,0.00001737183,0.00003513624,0.9853292,0.01336306,0.0003002155,0.0003747412,0.00001039355],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9637573,0.0003644633,0.02958805,0.0001743799,0.00003703099,0.00005661671,0.0002291921,0.0001241691,0.005668892],"genre_scores_gemma":[0.983643,0.0001951406,0.01503794,0.00002712002,0.000003900632,0.0000873651,0.0001462839,0.00002664653,0.0008325623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00203547,"threshold_uncertainty_score":0.004427969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009494854833341875,"score_gpt":0.2184909022203304,"score_spread":0.2089960473869885,"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."}}