{"id":"W3160865497","doi":"10.2147/dmso.s288881","title":"Development and Internal Validation of a Prognostic Model for 4-Year Risk of Metabolic Syndrome in Adults: A Retrospective Cohort Study","year":2021,"lang":"en","type":"article","venue":"Diabetes Metabolic Syndrome and Obesity","topic":"Gout, Hyperuricemia, Uric Acid","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nipissing University","funders":"National Office for Philosophy and Social Sciences; National Natural Science Foundation of China","keywords":"Brier score; Medicine; Retrospective cohort study; Logistic regression; Metabolic syndrome; Cohort; Body mass index; Internal medicine; Cohort study; Receiver operating characteristic; Physical therapy; Statistics; Obesity","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":[0.03546595,0.001320962,0.001077947,0.001734097,0.0007500205,0.001689811,0.001729218,0.001065181,0.001116184],"category_scores_gemma":[0.04384211,0.0006143613,0.00284841,0.001277226,0.0005820204,0.0008491903,0.00145824,0.001933857,0.0005407677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000839648,"about_ca_system_score_gemma":0.001769301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004635622,"about_ca_topic_score_gemma":0.003191949,"domain_scores_codex":[0.993427,0.003466612,0.0006321803,0.001230589,0.0009537107,0.0002899211],"domain_scores_gemma":[0.9737994,0.01096928,0.003842039,0.005360819,0.00548016,0.00054828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000367836,0.0001558602,0.9878407,0.00003134467,0.0006534769,0.00007868326,0.0001454309,0.003220355,0.0002196185,0.0001476396,0.0005456133,0.006593393],"study_design_scores_gemma":[0.0002751253,0.001214917,0.8007986,0.0002591041,0.002119009,0.0009489057,0.0004817773,0.1886789,0.001615708,0.0009663624,0.002543873,0.00009768621],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9723814,0.0003807099,0.02408714,0.0001817548,0.00007804723,0.0003343927,0.001893904,0.0001230172,0.000539691],"genre_scores_gemma":[0.9837883,0.0001738367,0.01160653,0.00007796756,0.00004017148,0.0002990265,0.003800082,0.00002636219,0.0001875918],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03546595,"threshold_uncertainty_score":0.1875641,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009590414005753287,"score_gpt":0.2344242884514787,"score_spread":0.2248338744457254,"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."}}