{"id":"W4376620134","doi":"10.1016/j.nanoen.2023.108528","title":"Rational synthesis of high-performance Ni-rich layered oxide cathode enabled via probing solid-state lithiation evolution","year":2023,"lang":"en","type":"article","venue":"Nano Energy","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":35,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Office of Science; China Postdoctoral Science Foundation; University of Chicago; National Natural Science Foundation of China; Argonne National Laboratory; Basic Energy Sciences; Ministry of Science and Technology of the People's Republic of China; Office of Energy Efficiency and Renewable Energy; Canada Excellence Research Chairs, Government of Canada; U.S. Department of Energy","keywords":"Materials science; Cathode; Lithium (medication); Rational design; Oxide; Sintering; Nickel; Nanotechnology; Chemical engineering; Metallurgy; Physical 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":[0.0002531748,0.0001437914,0.000209463,0.0001954215,0.00009859018,0.00001479783,0.0001332733,0.0000545797,0.00003249653],"category_scores_gemma":[0.00003703449,0.0001582424,0.00001326871,0.0003759331,0.00001615139,0.0002465278,0.00005671306,0.00004464248,0.0000321169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002532832,"about_ca_system_score_gemma":0.00003194121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006737036,"about_ca_topic_score_gemma":0.00001254438,"domain_scores_codex":[0.9988528,0.00006011444,0.0003885948,0.0001755431,0.0002571002,0.0002658405],"domain_scores_gemma":[0.9995291,0.0000692823,0.000110367,0.0001971849,0.00007046539,0.00002359229],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001300096,0.000008940578,0.0001098978,0.00005853073,0.00001909706,7.289585e-7,0.00005035668,0.5388871,0.4593305,0.0002788308,0.0002375235,0.001005499],"study_design_scores_gemma":[0.0002106188,0.00002020961,0.002545263,0.00005563957,0.00001271458,0.000002915184,0.00001234979,0.04689068,0.9487516,0.001169693,0.000141099,0.000187267],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9624363,0.00003101207,0.03628935,0.00002439955,0.0006383333,0.00009493309,0.0000401515,0.000307037,0.0001385148],"genre_scores_gemma":[0.9969088,0.00004022984,0.001967651,0.00001989341,0.00007891216,0.0002468278,0.00007800738,0.00004421957,0.0006154443],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4919964,"threshold_uncertainty_score":0.6452939,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008411002881267012,"score_gpt":0.2141769732891917,"score_spread":0.2057659704079247,"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."}}