{"id":"W4389804341","doi":"10.1002/adfm.202312839","title":"Highly Reversible Lithiation of Additive Free T‐Nb<sub>2</sub>O<sub>5</sub> for a Quarter of a Million Cycles","year":2023,"lang":"en","type":"article","venue":"Advanced Functional Materials","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McMaster University; U.S. Department of Energy","keywords":"Materials science; Intercalation (chemistry); Orthorhombic crystal system; Cycling; Niobium; Ion; Ionic bonding; Mesoporous material; Crystallography; Chemical engineering; Crystal structure; Inorganic chemistry; Metallurgy; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004717999,0.0002408437,0.0001284754,0.0001457608,0.0001016417,0.0001731141,0.0002395174,0.0001242194,0.002655589],"category_scores_gemma":[0.0001108859,0.0001340325,0.00009807995,0.0001235037,0.0001049671,0.0001716971,0.0001725974,0.0001735054,0.0004985299],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001919978,"about_ca_system_score_gemma":0.0001377934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001185519,"about_ca_topic_score_gemma":0.00472452,"domain_scores_codex":[0.9999418,0.000002244562,0.000005737641,0.00001239196,0.00002067633,0.0000171507],"domain_scores_gemma":[0.9999642,0.000004944516,0.00001012681,0.000007602636,0.000008027005,0.000005110705],"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":[0.00003355389,0.000003011516,0.000124751,0.0000452913,0.000002843664,0.00004569469,0.00001398118,0.00002660157,0.9974579,0.00005276583,0.00009673889,0.002096955],"study_design_scores_gemma":[0.0000027779,0.00005533893,0.001775169,0.000004828872,0.000003928227,0.00006120212,0.00001654816,0.000358446,0.9956936,0.00001085105,0.002014281,0.00000310692],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9906464,0.000763841,0.002777777,0.00005928532,0.0000627259,0.00002285912,0.0004708671,0.0002941016,0.00490225],"genre_scores_gemma":[0.9947386,0.0003009407,0.001693978,0.00002915103,0.000004623698,0.0000143041,0.0002452127,0.00003386025,0.00293924],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002655589,"threshold_uncertainty_score":0.008883834,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01176059222617954,"score_gpt":0.2217817405564822,"score_spread":0.2100211483303027,"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."}}