{"id":"W4315464844","doi":"10.1002/cssc.202202252","title":"Interphase Engineering for Stabilizing Ni‐Rich Cathode in Lithium‐Ion Batteries by a Nucleophilic Reaction‐Based Additive","year":2023,"lang":"en","type":"article","venue":"ChemSusChem","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"National Key Research and Development Program of China; National Natural Science Foundation of China","keywords":"Interphase; Cathode; Electrolyte; Chemical engineering; Nucleophile; Lithium (medication); Materials science; Ethylene carbonate; Chemistry; Electrode; Catalysis; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002445499,0.000271366,0.0002917238,0.0002108264,0.0000449032,0.00004645,0.000169941,0.0001108731,0.00007024306],"category_scores_gemma":[0.0002156859,0.000320672,0.00003143766,0.0003930977,0.00002797928,0.0002966153,0.00005286871,0.0001595837,0.00005412049],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002949899,"about_ca_system_score_gemma":0.00001457176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005371064,"about_ca_topic_score_gemma":0.000003393604,"domain_scores_codex":[0.9986877,0.00001437547,0.0003800314,0.0003157128,0.0001335948,0.0004685981],"domain_scores_gemma":[0.9993219,0.0002390601,0.00005057346,0.0002878922,0.00003923276,0.00006128239],"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":[0.0000365497,0.00002967686,0.00007835545,0.0003230139,0.00001945981,0.000005787317,0.0005880478,0.002318682,0.9869265,0.00001454346,0.008797667,0.0008617381],"study_design_scores_gemma":[0.0008395707,0.00003752278,0.0002089941,0.0001749204,0.00001147089,0.000002042827,0.0002974028,0.007567471,0.9776442,0.00007059093,0.01275636,0.0003894707],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929587,0.00007040369,0.004086111,0.0001339472,0.0009578381,0.0004419623,0.0002673057,0.0008714198,0.000212282],"genre_scores_gemma":[0.9950241,0.00002479536,0.003233086,0.00009035911,0.0001914235,0.000729665,0.0004054063,0.000134728,0.0001664264],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009282295,"threshold_uncertainty_score":0.9999245,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01802281245663381,"score_gpt":0.257974721085949,"score_spread":0.2399519086293152,"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."}}