{"id":"W4200147880","doi":"10.1038/s41893-021-00822-3","title":"Topology to improve battery technology","year":2021,"lang":"en","type":"article","venue":"Nature Sustainability","topic":"Advancements in Battery Materials","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Cathode; Battery (electricity); Topology (electrical circuits); Lithium (medication); Materials science; Lithium-ion battery; Function (biology); Computer science; Nanotechnology; Electrical engineering; Engineering; Physics; Power (physics); Psychology","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":[0.0003809152,0.0005152212,0.0005260768,0.0007272239,0.0005047818,0.001474722,0.0009036431,0.0009049437,0.0106195],"category_scores_gemma":[0.001631081,0.0002582771,0.0003171557,0.0006792659,0.0005578463,0.003725292,0.001088766,0.001093358,0.00391213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004801114,"about_ca_system_score_gemma":0.0003207551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001868638,"about_ca_topic_score_gemma":0.0004091413,"domain_scores_codex":[0.9997144,0.00006010834,0.0000156657,0.00004105782,0.0001415415,0.0000272182],"domain_scores_gemma":[0.9995191,0.0001044059,0.00003854385,0.0001320422,0.000160288,0.00004566126],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001987253,0.0002491752,0.0008352859,0.001218972,0.00008353699,0.0002725097,0.0001893784,0.05795974,0.1747018,0.5106612,0.02497581,0.2286539],"study_design_scores_gemma":[0.00007409317,0.0005819387,0.0008808975,0.0002888878,0.0001386115,0.000804517,0.0002039161,0.1381145,0.1281309,0.3527852,0.3779012,0.00009536425],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1753529,0.02531786,0.4408614,0.009710554,0.007346551,0.0001917723,0.001243284,0.004128025,0.3358477],"genre_scores_gemma":[0.8356734,0.01659549,0.09120142,0.001291576,0.001467718,0.0002360545,0.0013259,0.001076673,0.05113189],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0106195,"threshold_uncertainty_score":0.03552574,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00257090086561055,"score_gpt":0.2594699485332863,"score_spread":0.2568990476676757,"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."}}