{"id":"W3176994043","doi":"10.2147/dmso.s316950","title":"External Validation of the Prognostic Prediction 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":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":13,"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; Generalizability theory; Calibration; Statistic; Statistics; Retrospective cohort study; Cohort; Medicine; Computer science; Mathematics; Internal medicine","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":[0.06060976,0.0009964828,0.0007622928,0.001100345,0.0006107917,0.001175658,0.001514084,0.0008224973,0.001258192],"category_scores_gemma":[0.07692345,0.0004593674,0.00201362,0.001179721,0.0006125181,0.0009463041,0.001325587,0.001675133,0.00054625],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007291677,"about_ca_system_score_gemma":0.001958302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003442121,"about_ca_topic_score_gemma":0.002428542,"domain_scores_codex":[0.9875767,0.007420721,0.001077628,0.001779313,0.001813678,0.0003318608],"domain_scores_gemma":[0.9479221,0.02177893,0.007741935,0.01174787,0.009994597,0.0008145591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009640909,0.0001954079,0.98158,0.00005841943,0.0006352141,0.0001137886,0.0002092833,0.003727965,0.0003073731,0.0003868255,0.001110661,0.01071086],"study_design_scores_gemma":[0.0004525353,0.002076473,0.862205,0.000417003,0.00178309,0.00131506,0.0004473589,0.1203602,0.002339659,0.001516118,0.006977488,0.0001100819],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9502459,0.0006773077,0.04421933,0.0002906679,0.0001430958,0.000551814,0.002458566,0.0001259914,0.001287462],"genre_scores_gemma":[0.9828645,0.0002037337,0.01187366,0.0001715177,0.00005703831,0.000407144,0.004091292,0.00004317958,0.0002878906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06060976,"threshold_uncertainty_score":0.3205389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007258384028623928,"score_gpt":0.2181663673383658,"score_spread":0.2109079833097419,"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."}}