{"id":"W4400619024","doi":"10.1016/j.jpowsour.2024.234983","title":"Effective recovery of the air-exposed Ni-rich lithium transition metal oxide cathodes with a coating-stabilized surface","year":2024,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); McMaster University","funders":"Ontario Ministry of Research and Innovation; Natural Sciences and Engineering Research Council of Canada; National Research Council; Canadian Institutes of Health Research; Government of Saskatchewan; Government of Ontario; Canada Foundation for Innovation; University of Saskatchewan","keywords":"Coating; Materials science; Degradation (telecommunications); Electrochemistry; Cathode; Oxide; Chemical engineering; Scanning electron microscope; Characterization (materials science); Lithium (medication); Composite material; Nanotechnology; Metallurgy; Electrode; Chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006101483,0.0001684356,0.0003494162,0.00007794926,0.00004017394,0.00004433417,0.0001687432,0.00005360235,0.00005823512],"category_scores_gemma":[0.00006152267,0.0001023196,0.00008991714,0.0002009174,0.00006798453,0.0003401657,0.00001861976,0.0002188668,0.000002786395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009234269,"about_ca_system_score_gemma":0.00003058671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005049518,"about_ca_topic_score_gemma":0.000003607049,"domain_scores_codex":[0.9987957,0.0001648283,0.0004544158,0.0001075886,0.0003184969,0.000158972],"domain_scores_gemma":[0.9992619,0.0002851842,0.000179032,0.0001460715,0.00009499566,0.0000328196],"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":[0.0002563454,0.00004881118,0.0003924934,0.0003540582,0.0004366396,0.00002464212,0.007818127,0.1400115,0.8501064,0.0000147535,0.0002855302,0.0002506516],"study_design_scores_gemma":[0.000885765,0.000611697,0.003217227,0.001122569,0.0003001513,0.0001756902,0.001649192,0.0003582228,0.9903513,0.0003546106,0.0007106989,0.0002628358],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9857686,0.001126765,0.01152623,0.0001191029,0.0009951636,0.000209033,0.0000267568,0.00004818066,0.0001801739],"genre_scores_gemma":[0.9966625,0.00002181242,0.003104292,0.00003518819,0.00006939193,0.000004097899,7.815472e-7,0.00004000156,0.0000619211],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1402449,"threshold_uncertainty_score":0.4172472,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006582786368367243,"score_gpt":0.2205450274047133,"score_spread":0.213962241036346,"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."}}