{"id":"W4286470520","doi":"10.1017/s1431927622007541","title":"Dynamic Observation of Nanovoid Formation in Lithium- Manganese-rich Cathode Materials with Solid Electrolyte","year":2022,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"National laboratory; Library science; Engineering physics; Nanotechnology; History; Materials science; Engineering; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002853047,0.000164677,0.0003771487,0.0003221119,0.0000952655,0.0000334122,0.0001275502,0.00003698193,0.0001429502],"category_scores_gemma":[0.00000496048,0.0001648615,0.00001703157,0.0004960138,0.0000281237,0.0002343017,0.00005753511,0.00008259379,0.00000215685],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001772949,"about_ca_system_score_gemma":0.00000965723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004458635,"about_ca_topic_score_gemma":0.00007941353,"domain_scores_codex":[0.9989216,0.00007798737,0.0004544929,0.0001875193,0.0001230912,0.0002352599],"domain_scores_gemma":[0.9995958,0.00002205386,0.0001342458,0.0002014416,0.0000286171,0.00001787719],"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":[0.00007694164,0.00002689518,0.0004206605,0.0001300543,0.00008977007,0.000003708481,0.0007341718,0.008451455,0.9897693,0.000008893684,0.00005668186,0.0002314339],"study_design_scores_gemma":[0.00041349,0.00006359218,0.001462012,0.00002655003,0.0001503734,0.00001976842,0.0002089414,0.001586439,0.9956167,0.00005061972,0.0002108892,0.0001905891],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955062,0.0003812646,0.00358234,0.0000326002,0.00008991817,0.0001919213,0.0001511954,0.00004318158,0.0000214391],"genre_scores_gemma":[0.9952642,0.0001310663,0.003947169,0.00007826663,0.000006224605,0.00008553778,0.0003141031,0.00003040627,0.0001430185],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006865017,"threshold_uncertainty_score":0.6722857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007317047095678577,"score_gpt":0.2402765652815302,"score_spread":0.2329595181858516,"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."}}