{"id":"W4223419104","doi":"10.1002/smll.202200627","title":"High‐Voltage Induced Surface and Intragranular Structural Evolution of Ni‐Rich Layered Cathode","year":2022,"lang":"en","type":"article","venue":"Small","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; National Research Council Canada","funders":"","keywords":"Cathode; Materials science; Electrochemistry; Grain boundary; Chemical physics; Chemical engineering; Composite material; Electrode; Microstructure; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001255345,0.0001084735,0.0001640978,0.00004069003,0.00006186176,0.000009322713,0.0001158856,0.000030896,0.0001749175],"category_scores_gemma":[0.00001124704,0.0001193822,0.000008223248,0.0000969403,0.00001653073,0.00006603004,0.0001049249,0.0001044652,0.000002296036],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001291383,"about_ca_system_score_gemma":0.000009255528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009933274,"about_ca_topic_score_gemma":0.0000107353,"domain_scores_codex":[0.9993492,0.00004198347,0.0001948575,0.0001333441,0.0001137685,0.0001668528],"domain_scores_gemma":[0.999724,0.00001945012,0.00004395473,0.0001727117,0.00001537962,0.00002444748],"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":[0.00001789344,0.000006634589,0.002437731,0.00006665498,0.00002168383,0.000004203976,0.0003441983,0.0606248,0.935194,0.0007443155,0.00006393777,0.0004739191],"study_design_scores_gemma":[0.003569052,0.0004879937,0.1207536,0.00005494108,0.0001144854,0.00007454285,0.001270102,0.008578044,0.8454869,0.0170636,0.001090713,0.001456014],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968202,0.0002147016,0.001709445,0.00001191633,0.0008607144,0.0001564046,0.00007878662,0.00009236683,0.00005546609],"genre_scores_gemma":[0.9969807,0.000005729829,0.002864815,0.00001279373,0.00003571839,0.00001143414,0.0000199254,0.00002446145,0.00004440043],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1183158,"threshold_uncertainty_score":0.4868265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01412404962889398,"score_gpt":0.2212649590193439,"score_spread":0.2071409093904499,"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."}}