{"id":"W4409921519","doi":"10.1016/j.carbpol.2025.123677","title":"Multilayered separators with core-shell structured nanocellulose-SiO2 nanocomposites for lithium-ion batteries","year":2025,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Extraction and Separation Processes","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Research Foundation of Korea","keywords":"Nanocellulose; Nanocomposite; Lithium (medication); Materials science; Core (optical fiber); Ion; Composite material; Antistatic agent; Shell (structure); Chemical engineering; Nanotechnology; Chemistry; Cellulose; Organic chemistry; Layer (electronics); Engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00004876225,0.0003067555,0.0002839022,0.0002225448,0.0001862331,0.0001101775,0.0001614849,0.000145075,0.000092288],"category_scores_gemma":[0.00001530431,0.0002752957,0.000082072,0.0004582698,0.00008863671,0.000245934,0.00001547971,0.0001348971,0.00001334184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000670482,"about_ca_system_score_gemma":0.00007678955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001661109,"about_ca_topic_score_gemma":0.00005050492,"domain_scores_codex":[0.998902,0.00001679528,0.0003126776,0.0003018992,0.0001353653,0.0003312867],"domain_scores_gemma":[0.9993852,0.00009615889,0.00006546126,0.0002426224,0.0001063475,0.0001042234],"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":[0.0001474121,0.00001874388,0.0004542724,0.0002275642,0.0001368843,0.000003256626,0.0004878349,0.009686307,0.9838874,0.000443557,0.003496662,0.001010076],"study_design_scores_gemma":[0.0008211081,0.00006192904,0.0002615908,0.00006361301,0.00006878769,0.000003169952,0.0003347813,0.02211732,0.9398388,0.00009390413,0.03597545,0.0003595075],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.977577,0.001979905,0.00528405,0.0002178758,0.001571219,0.0006907561,0.00008671925,0.0007615615,0.01183086],"genre_scores_gemma":[0.9936273,0.00005620106,0.0007473137,0.0003371896,0.00006988303,0.0001284137,0.00007319668,0.00005092994,0.004909538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04404859,"threshold_uncertainty_score":0.9999699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01149747654821194,"score_gpt":0.2453046834366996,"score_spread":0.2338072068884877,"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."}}