{"id":"W4416392951","doi":"10.1007/978-981-95-3746-4_10","title":"Carbon-Based Hybrid Nanomaterials for Treatment of Metabolic Syndrome","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Carbon and Quantum Dots Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Metabolic syndrome; Metabolic control analysis; Metabolic pathway; Nonalcoholic fatty liver disease; Diabetes mellitus; Type 2 Diabetes Mellitus; Disease","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":[0.0000727314,0.0003696969,0.0002552524,0.0004083949,0.0001739733,0.0004566869,0.0003044626,0.0006091293,0.008987417],"category_scores_gemma":[0.00005710313,0.0001189188,0.000221821,0.000415072,0.0001181691,0.0004738285,0.0003221286,0.0007095048,0.002678587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002266033,"about_ca_system_score_gemma":0.0001320699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002937958,"about_ca_topic_score_gemma":0.001273345,"domain_scores_codex":[0.9999652,0.000003364637,0.000001156029,0.000006538917,0.00002025454,0.00000346259],"domain_scores_gemma":[0.9999853,0.000007264429,0.000001033427,9.275635e-7,0.000003588462,0.000001850601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001050168,0.0001602104,0.00007971718,0.002017484,0.0000550182,0.0004673627,0.0001308484,0.000970943,0.1715508,0.05517037,0.1413155,0.6279767],"study_design_scores_gemma":[0.000008609504,0.00005881879,0.0002338513,0.0002218482,0.00001823408,0.0009176249,0.00002787352,0.0008855754,0.03543131,0.008745891,0.953435,0.00001537765],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01082463,0.664031,0.03457947,0.003345405,0.006206185,0.00009450283,0.0006112534,0.000465514,0.2798419],"genre_scores_gemma":[0.04997953,0.4015684,0.02876425,0.003491407,0.001448981,0.0001474243,0.0006535222,0.0002334599,0.5137129],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008987417,"threshold_uncertainty_score":0.03006595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0227720317746699,"score_gpt":0.2609659006922997,"score_spread":0.2381938689176298,"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."}}