{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009964533,0.0002654824,0.001436457,0.00027396,0.00005982438,0.00001514708,0.0000983099,0.0001171166,0.00001499763],"category_scores_gemma":[0.0007326438,0.0002421856,0.000103255,0.0004839239,0.00009328993,0.000148904,0.000153384,0.0002208647,0.000001766397],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003652272,"about_ca_system_score_gemma":0.0001773585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009316791,"about_ca_topic_score_gemma":0.00003363232,"domain_scores_codex":[0.9978313,0.0001162639,0.0006966535,0.0005715353,0.00045446,0.0003297951],"domain_scores_gemma":[0.9987755,0.0001036475,0.0003156842,0.0003415891,0.0003215504,0.0001420705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000547095,0.001038566,0.9939093,0.0003422162,0.001002324,0.0000309163,0.002524618,0.00001181777,0.0004141125,0.0001520745,0.000001726364,0.0005176491],"study_design_scores_gemma":[0.003497883,0.0002826156,0.9842528,0.0003118082,0.001483848,0.00006834343,0.0006653823,0.002156076,0.006850412,0.0002141824,0.0000130424,0.0002035929],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9944151,0.00341655,0.0002281294,0.00001405485,0.00007149002,0.001719188,0.00007026157,0.00002089524,0.00004431414],"genre_scores_gemma":[0.993261,0.0003790058,0.005965338,0.00001621494,0.00001433269,0.0002180032,0.00003935571,0.00002757417,0.00007917971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009656456,"threshold_uncertainty_score":0.9876042,"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."}}