{"id":"W4416613176","doi":"10.1149/ma2025-022211mtgabs","title":"Optimizing the Stability and Longevity of High-Nickel Cathode Materials for Next-Generation Li-Ion Batteries","year":2025,"lang":"","type":"article","venue":"ECS Meeting Abstracts","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"X-ray photoelectron spectroscopy; Scanning electron microscope; Scanning transmission electron microscopy; Cathode; Transmission electron microscopy; Energy-dispersive X-ray spectroscopy; Coating; Electron energy loss spectroscopy; Electrochemistry","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004116334,0.0003526467,0.0003137223,0.0003735178,0.0003791469,0.0008648798,0.0003876239,0.0005503682,0.0006378863],"category_scores_gemma":[0.000504579,0.0001960476,0.000169621,0.0002281157,0.0001332204,0.0005624826,0.0003466399,0.0003587883,0.0004428088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006538333,"about_ca_system_score_gemma":0.0003824393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006323032,"about_ca_topic_score_gemma":0.001862979,"domain_scores_codex":[0.9997794,0.00001426025,0.00001795828,0.00003859112,0.0001126097,0.0000371584],"domain_scores_gemma":[0.9998467,0.00001752624,0.00002541089,0.00001093662,0.00007875272,0.00002068505],"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":[0.00004456163,0.00003064414,0.000344049,0.0001602282,0.000006223883,0.00006323767,0.00004517092,0.0004636116,0.9929007,0.0002331932,0.0001868496,0.005521575],"study_design_scores_gemma":[0.000005977367,0.00009833763,0.001030722,0.00001359633,0.00001343949,0.0000920597,0.00004453313,0.002551971,0.9923055,0.00005005653,0.003782328,0.00001141188],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9820178,0.005442041,0.006770466,0.0002539837,0.00009581354,0.00007754712,0.0002502271,0.0001673817,0.004924778],"genre_scores_gemma":[0.9901508,0.002084723,0.005545157,0.00004445491,0.00001663137,0.00004888912,0.0001770644,0.00005870869,0.001873575],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008648798,"threshold_uncertainty_score":0.004743934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04235973407289631,"score_gpt":0.2739543550343967,"score_spread":0.2315946209615004,"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."}}