{"id":"W4390571617","doi":"10.1007/s40200-023-01344-9","title":"Validation of the self-reported diagnosis of diabetes mellitus, hypercholesterolemia, and hypertension in Iran; STEPS 2016","year":2024,"lang":"en","type":"article","venue":"Journal of Diabetes & Metabolic Disorders","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"National Institute for Medical Research Development","keywords":"Medicine; Diabetes mellitus; Logistic regression; Population; Epidemiology; Medical diagnosis; Internal medicine; Disease; Predictive value; Endocrinology; Environmental health; Pathology","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":[0.001735999,0.0002759101,0.001283775,0.0005367093,0.00004124788,0.00004048495,0.0002119481,0.0001601522,0.00002283953],"category_scores_gemma":[0.0005136762,0.0001797503,0.0007249778,0.0007511592,0.000197253,0.0003580718,0.00008001897,0.000424645,0.000002137097],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003410429,"about_ca_system_score_gemma":0.0001786293,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002182867,"about_ca_topic_score_gemma":0.00004328268,"domain_scores_codex":[0.9970583,0.0003004507,0.001205837,0.0002799823,0.0007938801,0.0003615275],"domain_scores_gemma":[0.9983259,0.0003145895,0.0005181098,0.0004665747,0.0002305089,0.0001442845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002642531,0.0005683819,0.5663876,0.0008979146,0.002460461,0.000006538247,0.0007869079,0.00008669441,0.008949697,0.0000273513,0.0003302123,0.4194718],"study_design_scores_gemma":[0.003167085,0.0003723406,0.9079581,0.002477534,0.003783603,0.00001173413,0.0003586104,0.0002505822,0.06593106,0.0006504038,0.01478977,0.0002492048],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8918132,0.1062732,0.000006472776,0.0007985463,0.0005004802,0.0004707972,0.00001435859,0.00002060129,0.0001022679],"genre_scores_gemma":[0.9850103,0.01427849,0.000324624,0.0001366003,0.0001481336,0.00002553921,0.000005354478,0.0000483124,0.00002268905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4192226,"threshold_uncertainty_score":0.7330005,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01163304180388137,"score_gpt":0.2352180349092777,"score_spread":0.2235849931053964,"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."}}