{"id":"W7116939835","doi":"10.1002/smll.202510538","title":"Designing Niobium Oxide Anodes for Flexible and Fast‐Charging Lithium‐Ion Batteries","year":2025,"lang":"en","type":"article","venue":"Small","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada Research Chairs; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada; Companhia Brasileira de Metalurgia e Mineração","keywords":"Anode; Fabrication; Electrode; Durability; Brittleness; Oxide; Niobium; Flexible electronics; Electronics","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":[0.0001476261,0.0001466701,0.0001717396,0.0000894735,0.00008989745,0.00007819921,0.00009436145,0.0000504266,0.00002171723],"category_scores_gemma":[0.00002915017,0.0001559235,0.00001691576,0.00006482707,0.00003046208,0.0001536671,0.00005925871,0.00005111666,0.000007156897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004208244,"about_ca_system_score_gemma":0.000007802019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000317848,"about_ca_topic_score_gemma":0.000003291954,"domain_scores_codex":[0.999323,0.00001469303,0.000190524,0.0001730538,0.00004268618,0.0002560556],"domain_scores_gemma":[0.999688,0.00008931109,0.0000235053,0.0001513465,0.00002196797,0.00002586604],"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":[0.00003318231,0.000008299252,0.001608256,0.0007409723,0.00004643041,0.000001639729,0.0003479795,0.004500564,0.9860783,0.0009975078,0.002079754,0.003557182],"study_design_scores_gemma":[0.0004002845,0.00002346584,0.0006046685,0.0002367311,0.00002345045,0.000002276346,0.0002119049,0.00114542,0.9800202,0.003053725,0.01404773,0.0002301954],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4768293,0.0003765589,0.5193677,0.0001314168,0.0008450082,0.000302708,0.0000194166,0.0004300951,0.001697862],"genre_scores_gemma":[0.8756645,0.00005624565,0.1190761,0.0005168453,0.00017104,0.0002194301,0.00002299847,0.00007035647,0.004202439],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4002916,"threshold_uncertainty_score":0.6358377,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01995236163688002,"score_gpt":0.2504872409988671,"score_spread":0.2305348793619871,"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."}}