{"id":"W4412145703","doi":"10.26599/nr.2025.94907761","title":"Enhancing stability and rate performance of Li <sub>2</sub>DHBQ cathodes in lithium-ion batteries via FEC-derived cathode–electrolyte interphase","year":2025,"lang":"en","type":"article","venue":"Nano Research","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Cathode; Interphase; Electrolyte; Lithium (medication); Materials science; Ion; Lithium metal; Chemical engineering; Inorganic chemistry; Chemistry; Electrode; Physical chemistry; Organic chemistry","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":[0.002764116,0.0002121325,0.000391722,0.0004349261,0.0001118916,0.00006486466,0.0002536043,0.0001156676,0.00004990939],"category_scores_gemma":[0.0003088588,0.000216427,0.00002146125,0.000556712,0.0002511807,0.0003598898,0.0002573067,0.0003877003,0.00001061257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002956104,"about_ca_system_score_gemma":0.00008371037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004581198,"about_ca_topic_score_gemma":0.0001381551,"domain_scores_codex":[0.9977036,0.0004565666,0.000550049,0.0003802199,0.0002852876,0.0006243228],"domain_scores_gemma":[0.9988288,0.0004611839,0.00004587458,0.0004365031,0.0001688957,0.00005872494],"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":[0.0002445352,0.00004895998,0.002397156,0.001045142,0.00001586708,0.00000409782,0.0009418743,0.0001819501,0.9891151,0.00001492621,0.00002999757,0.005960447],"study_design_scores_gemma":[0.000485207,0.0001447984,0.003716193,0.0003502143,0.000004959727,0.000002100254,0.0001218432,0.001610697,0.9931319,0.0002181984,0.00005779496,0.0001561252],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936975,0.0004142858,0.004787012,0.00007626604,0.0002394876,0.0004816398,0.00001479095,0.00007286367,0.0002161634],"genre_scores_gemma":[0.9984988,0.0005519932,0.0006660099,0.00002503627,0.00003404039,0.0001406375,0.000009482827,0.00003235337,0.00004163046],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005804321,"threshold_uncertainty_score":0.8825636,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02588818141007492,"score_gpt":0.3151831840179296,"score_spread":0.2892950026078546,"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."}}