{"id":"W4375864865","doi":"10.1002/smll.202302208","title":"Understanding the Insight Mechanism of Chemical‐Mechanical Degradation of Layered Co‐Free Ni‐Rich Cathode Materials: A Review","year":2023,"lang":"en","type":"review","venue":"Small","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":60,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Tsinghua National Laboratory for Information Science and Technology; Ministry of Science and Technology of the People's Republic of China; Canada Excellence Research Chairs, Government of Canada; National Natural Science Foundation of China","keywords":"Degradation (telecommunications); Materials science; Cathode; Mechanism (biology); Nanotechnology; Chemical engineering; Chemistry; Engineering; Physical chemistry; Physics; Electrical engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004324082,0.001120683,0.00122067,0.002438587,0.0003229589,0.0007945615,0.0007790732,0.0009024639,0.002216826],"category_scores_gemma":[0.0004481282,0.0004480114,0.0005879343,0.00231479,0.0003389272,0.001630889,0.0005519252,0.001020888,0.001102751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004506492,"about_ca_system_score_gemma":0.0009886147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001068046,"about_ca_topic_score_gemma":0.001632676,"domain_scores_codex":[0.9998499,0.00001400709,0.00002250395,0.00003580229,0.00005880987,0.00001900218],"domain_scores_gemma":[0.9997457,0.0001019952,0.00005066357,0.000009099605,0.00007559628,0.00001699981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009822232,0.0001928369,0.0004488477,0.07866661,0.0002082883,0.0004642801,0.0001932159,0.001640082,0.02227077,0.01189071,0.02294674,0.8609794],"study_design_scores_gemma":[0.00001396905,0.0002781247,0.001414062,0.003724479,0.0002751132,0.001461119,0.0001173268,0.0006532829,0.007894451,0.002610744,0.9815051,0.00005218105],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0005139073,0.9975756,0.0003834278,0.0001250681,0.0001416654,0.000009139145,0.00002698551,0.000009587638,0.001214669],"genre_scores_gemma":[0.001811708,0.9969993,0.0003170838,0.00008782063,0.00008122933,0.00001103155,0.00003452496,0.000001972953,0.0006552594],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002438587,"threshold_uncertainty_score":0.00741601,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2377349177138457,"score_gpt":0.3383677420938424,"score_spread":0.1006328243799967,"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."}}