{"id":"W4288096175","doi":"10.5334/gh.1131","title":"Prediction of Five-Year Cardiovascular Disease Risk in People with Type 2 Diabetes Mellitus: Derivation in Nanjing, China and External Validation in Scotland, UK","year":2022,"lang":"en","type":"article","venue":"Global Heart","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Women's College Hospital","funders":"Ministry of Industry and Information Technology of the People's Republic of China; Medical Research Council; Government of Jiangsu Province; Nanjing Medical University; Scottish Government","keywords":"Medicine; Cohort; Statistic; Population; Proportional hazards model; Cohort study; Diabetes mellitus; Demography; Disease; Type 2 diabetes; Type 2 Diabetes Mellitus; Framingham Risk Score; Internal medicine; Statistics; Environmental health; Endocrinology; Mathematics","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":[0.009030353,0.0005996015,0.00056349,0.0008261278,0.000589672,0.0007905324,0.0008558937,0.0004243531,0.0006983348],"category_scores_gemma":[0.01687591,0.000305981,0.001163945,0.001037027,0.000764708,0.0004687986,0.001834111,0.00055014,0.000273669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172858,"about_ca_system_score_gemma":0.002140921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06697434,"about_ca_topic_score_gemma":0.05857004,"domain_scores_codex":[0.9972526,0.001280494,0.0002891276,0.0003665545,0.0005968919,0.0002143209],"domain_scores_gemma":[0.9937037,0.001642852,0.001035471,0.001301643,0.001938764,0.0003775264],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002470733,0.00005357663,0.9910479,0.00003531237,0.0001111294,0.0002209633,0.0006290225,0.0006507571,0.0003386834,0.00007442785,0.0004341584,0.006157019],"study_design_scores_gemma":[0.00004849392,0.0001402699,0.9948924,0.00003366664,0.00006673277,0.0001902571,0.0002914598,0.003407535,0.000218121,0.00006190028,0.0006345314,0.00001469749],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980081,0.00007560782,0.0009378126,0.00006072078,0.000009293815,0.00004771327,0.0005158119,0.00001211876,0.0003329232],"genre_scores_gemma":[0.9953104,0.0001042161,0.001312421,0.00006142299,0.000008403837,0.00006333947,0.002909045,0.000008522985,0.0002222574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06697434,"threshold_uncertainty_score":0.133169,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006914325325680563,"score_gpt":0.2096811528917174,"score_spread":0.2027668275660369,"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."}}