{"id":"W4408804018","doi":"10.1002/anie.202503587","title":"Strategy Formulation for Mitigating Capacity Fading of Na‐Layered Oxides","year":2025,"lang":"en","type":"article","venue":"Angewandte Chemie International Edition","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"National Natural Science Foundation of China","keywords":"Electrolyte; Dissolution; Chemistry; Inorganic chemistry; Faraday efficiency; Ion; Electrochemistry; Solvent; Cathode; Molecule; Chemical engineering; Electrode; Organic chemistry; Physical chemistry","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":[0.0001323289,0.0003179432,0.0001773691,0.0002010761,0.0001235515,0.0002813806,0.0003003496,0.0001955046,0.001149482],"category_scores_gemma":[0.000176307,0.0001046456,0.0001395386,0.00009017009,0.0001301374,0.0002888814,0.0002512771,0.0001989305,0.0002835101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002502846,"about_ca_system_score_gemma":0.0002789635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000389215,"about_ca_topic_score_gemma":0.0007733193,"domain_scores_codex":[0.9999514,0.000005252005,0.000003463186,0.00000859624,0.00002054405,0.00001079173],"domain_scores_gemma":[0.999953,0.00001016284,0.00001140273,0.000003425947,0.00001504791,0.000006950196],"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":[0.0001108722,0.00009082296,0.000332207,0.0003021954,0.00001744842,0.000159122,0.00003720502,0.01838178,0.9578822,0.005157933,0.0002469994,0.0172813],"study_design_scores_gemma":[0.00003782045,0.0008055281,0.0003748784,0.00002970515,0.00003266906,0.00008514635,0.00005716117,0.1905336,0.8016202,0.001089113,0.005318327,0.00001579542],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8601114,0.002162671,0.1213571,0.0002354852,0.00008560474,0.0002308953,0.000100586,0.0003097103,0.01540642],"genre_scores_gemma":[0.9848171,0.0004859663,0.01299517,0.00003358284,0.000006047509,0.00005924958,0.00003272409,0.00001196673,0.001558144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001149482,"threshold_uncertainty_score":0.003845394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02577842146639789,"score_gpt":0.2824353235182512,"score_spread":0.2566569020518533,"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."}}