{"id":"W4387697338","doi":"10.1002/adma.202308012","title":"Halide Heterogeneous Structure Boosting Ionic Diffusion and High‐Voltage Stability of Sodium Superionic Conductors","year":2023,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Advanced Battery Materials and Technologies","field":"Engineering","cited_by":81,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Saskatchewan; Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Government of Saskatchewan; Canada Research Chairs; Western University; National Natural Science Foundation of China; Canada Foundation for Innovation; Canadian Institutes of Health Research; National Research Council; University of Saskatchewan; Canadian Light Source; National Science Foundation","keywords":"Fast ion conductor; Halide; Materials science; Boosting (machine learning); Electrical conductor; Ionic bonding; Diffusion; Sodium; Ionic conductivity; Inorganic chemistry; Chemical engineering; Nanotechnology; Ion; Chemical physics; Electrolyte; Electrode; Physical chemistry; Chemistry; Thermodynamics; Organic chemistry; Metallurgy; Composite material; Physics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000138699,0.0002573832,0.000470496,0.00009538809,0.00008785907,0.00004257656,0.0001501224,0.0001378745,0.0002214425],"category_scores_gemma":[0.0001256752,0.0002310671,0.00002868213,0.0001565471,0.0001247755,0.0002237161,0.000180096,0.00007220815,0.00000884533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005329507,"about_ca_system_score_gemma":0.000009660681,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002064539,"about_ca_topic_score_gemma":0.00001341098,"domain_scores_codex":[0.9986989,0.00002683322,0.0004551061,0.0002976966,0.000150689,0.0003707673],"domain_scores_gemma":[0.9993736,0.0000796338,0.00009296388,0.0003600354,0.00004924267,0.00004452973],"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":[0.00002291841,0.000004979624,0.000130757,0.000340638,0.00001539495,0.000009477279,0.00007066034,0.001383307,0.9963083,0.000168744,0.00001079198,0.001534019],"study_design_scores_gemma":[0.0003524389,0.00005249366,0.001376446,0.00005968726,0.00001159643,0.00001209305,0.0001140446,0.00006689446,0.9933324,0.004174614,0.0002146643,0.0002326443],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968445,0.0002151315,0.0001400766,0.00002134076,0.001054793,0.0002763518,0.0004034796,0.001034826,0.000009497725],"genre_scores_gemma":[0.998552,0.0004423504,0.0007848985,0.000009615927,0.00004589579,0.00002677762,0.00007461574,0.00005565375,0.000008149573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00400587,"threshold_uncertainty_score":0.9422641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01082603760952123,"score_gpt":0.2155358449958278,"score_spread":0.2047098073863065,"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."}}