{"id":"W4391662883","doi":"10.1149/ma2023-023478mtgabs","title":"Approaches to Control Air Stability, Capacity Retention, Gas Generation, and Impedance Growth of Layered Oxide Positive Electrode Materials for Sodium-Ion Batteries","year":2023,"lang":"en","type":"article","venue":"ECS Meeting Abstracts","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Electrode; Materials science; Electrical impedance; Oxide; Ion; Chemical engineering; Sodium; Chemistry; Electrical engineering; Metallurgy; Engineering; Organic 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002243727,0.0004765592,0.0001819001,0.0002284165,0.0001703347,0.0004308537,0.0004666476,0.0003412643,0.0004774655],"category_scores_gemma":[0.0003900928,0.0001858516,0.0001169142,0.000186257,0.0002627784,0.0005033428,0.0003561058,0.0005091604,0.0002318862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003285727,"about_ca_system_score_gemma":0.0002199022,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000356377,"about_ca_topic_score_gemma":0.001138328,"domain_scores_codex":[0.9997939,0.00001493026,0.00002257762,0.0000373021,0.0001118019,0.00001953476],"domain_scores_gemma":[0.9997771,0.00003718093,0.00009791453,0.00002061815,0.00005060644,0.00001649669],"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":[0.00001179523,0.00001400742,0.00007383329,0.00004603686,0.000001808813,0.00001326529,0.00001769186,0.0001569513,0.9971751,0.00009182657,0.00002119814,0.002376528],"study_design_scores_gemma":[0.000002899819,0.00007290835,0.0002059335,0.000002792116,0.000003277247,0.00002324848,0.000008950778,0.001390057,0.9974434,0.00002705024,0.0008154672,0.000004061075],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9250067,0.004613643,0.0661114,0.0003263258,0.00008710408,0.0001716784,0.0002297786,0.0004354921,0.003018006],"genre_scores_gemma":[0.9624766,0.002150272,0.03364215,0.0001038428,0.00003030019,0.00008841955,0.0000972183,0.00005263644,0.001358625],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0004774655,"threshold_uncertainty_score":0.002383947,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05326761887347747,"score_gpt":0.2351063106970607,"score_spread":0.1818386918235832,"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."}}