{"id":"W4200217536","doi":"10.5334/gh.1083","title":"Pitfalls of Single Measurement Screening for Diabetes and Hypertension in Community-Based Settings","year":2021,"lang":"en","type":"article","venue":"Global Heart","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"Wellcome Trust","keywords":"Medicine; Diabetes mellitus; Intensive care medicine; Endocrinology","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":[0.001063199,0.0001067415,0.0004497387,0.00003794136,0.00007088829,0.00001356763,0.00003694225,0.00007017577,0.000003981609],"category_scores_gemma":[0.0004174966,0.0001037857,0.000167837,0.0001772789,0.00005897188,0.0000357777,0.00004299804,0.0001187655,0.000001235805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006845911,"about_ca_system_score_gemma":0.00008559634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000900145,"about_ca_topic_score_gemma":0.0003815747,"domain_scores_codex":[0.9988831,0.0001590101,0.0002171173,0.0001614234,0.0003391406,0.0002401718],"domain_scores_gemma":[0.9991974,0.00006786727,0.00003594,0.0003029699,0.0003067134,0.00008908461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005777608,0.002984798,0.3077656,0.00545434,0.0007666211,0.00007144055,0.0004174282,0.0001821233,0.1735305,0.0000752869,0.008800814,0.4993733],"study_design_scores_gemma":[0.01045793,0.001470622,0.7117942,0.003647,0.0004616222,0.00004708034,0.0006916763,0.0009523,0.2016783,0.0003470473,0.06804613,0.0004060667],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951216,0.002603822,0.0003619563,0.001137958,0.00005671517,0.0003831555,0.00002846267,0.00002623624,0.0002801177],"genre_scores_gemma":[0.9880818,0.00000701463,0.009667857,0.002124149,0.0000419498,0.00001742354,0.00004258641,0.00001112394,0.000006133092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4989672,"threshold_uncertainty_score":0.4232259,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05143883756885125,"score_gpt":0.2659540645760158,"score_spread":0.2145152270071645,"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."}}