{"id":"W4403281044","doi":"10.1186/s12902-024-01735-w","title":"HbA1c comparable to fasting glucose in the external validation of the African Diabetes Risk Score and other established risk prediction models in Black South Africans","year":2024,"lang":"en","type":"article","venue":"BMC Endocrine Disorders","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"North-West University; McMaster University; Hamilton Health Sciences","keywords":"Medicine; Diabetes mellitus; Black african; Internal medicine; Fasting glucose; Endocrinology; Insulin resistance","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0296698,0.00119706,0.0005359054,0.0008116973,0.0005584506,0.00131314,0.0007544621,0.0006291314,0.001326188],"category_scores_gemma":[0.03790333,0.0003327857,0.001155589,0.0005943159,0.0006677678,0.0008538386,0.001543234,0.001067426,0.0005116967],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005347026,"about_ca_system_score_gemma":0.001115665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005169599,"about_ca_topic_score_gemma":0.00457632,"domain_scores_codex":[0.9931589,0.005074073,0.000226134,0.0006424103,0.00063075,0.0002677731],"domain_scores_gemma":[0.9866247,0.008050092,0.001446651,0.001513902,0.001964769,0.0003998727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003724462,0.0006059233,0.9356973,0.0001129132,0.0009643195,0.0001525718,0.001274078,0.01486483,0.001555898,0.0008615669,0.0008721361,0.0393141],"study_design_scores_gemma":[0.0004828695,0.002425662,0.7567407,0.0003820874,0.00107922,0.0003595419,0.001011393,0.2269045,0.004588014,0.002365727,0.003579461,0.00008096975],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898697,0.0002293113,0.007957399,0.0001185705,0.00003676992,0.0001304653,0.0002454661,0.00005701438,0.001355223],"genre_scores_gemma":[0.9959176,0.00005133745,0.003369332,0.00003243642,0.00001161304,0.0000565939,0.0003218726,0.00001497229,0.0002242452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0296698,"threshold_uncertainty_score":0.1569107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01951623184003467,"score_gpt":0.241575127345072,"score_spread":0.2220588955050374,"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."}}