{"id":"W4414320404","doi":"10.2196/73114","title":"Clustering of Lifestyle Behaviors and Their Association With Risk of Metabolic Syndrome Among Adults in Taiwan: Nationwide Cross-Sectional Study","year":2025,"lang":"en","type":"article","venue":"JMIR Public Health and Surveillance","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Metabolic syndrome; Association (psychology); Psychological intervention; Cluster analysis; Physical activity; Obesity; Epidemiology; Risk factor","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0009005286,0.0002389412,0.0003049975,0.0006971908,0.0004104962,0.0005359708,0.0003337134,0.0004531894,0.0007843228],"category_scores_gemma":[0.001823463,0.0003592075,0.0005055327,0.001059932,0.0002021408,0.0004063462,0.0004655835,0.0006468614,0.0001504184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003630231,"about_ca_system_score_gemma":0.0004530175,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01434579,"about_ca_topic_score_gemma":0.01516697,"domain_scores_codex":[0.9994763,0.0001218798,0.00009614966,0.0001410268,0.00009102259,0.00007370517],"domain_scores_gemma":[0.9985409,0.0001574338,0.0006447306,0.0001796076,0.0002014374,0.0002760337],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001721635,0.00001634317,0.9995988,0.000003515216,0.00003064081,0.00001320264,0.00004156243,0.00001081007,0.00004828845,0.000004580965,0.00002991418,0.0001850762],"study_design_scores_gemma":[0.000002492458,0.00002570619,0.9996516,0.000002782004,0.00001460372,0.00003847701,0.0001119678,0.0001041947,0.000009203553,0.000007145252,0.00003000937,0.000001793633],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993124,0.00008171439,0.00006856765,0.00003946953,0.000003425614,0.00001070957,0.0003288533,0.000002670562,0.000152123],"genre_scores_gemma":[0.9993824,0.00003992905,0.00007038261,0.00001831669,0.000004175354,0.00001531934,0.0004069853,0.000001099724,0.00006138845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01434579,"threshold_uncertainty_score":0.02852458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009532479978725307,"score_gpt":0.2769355933785116,"score_spread":0.2674031133997863,"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."}}