{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1695235,0.001040219,0.001908233,0.005188172,0.002564919,0.005038659,0.005448272,0.003022633,0.001627263],"category_scores_gemma":[0.386054,0.001179677,0.001028999,0.00354465,0.004451568,0.004004559,0.004295742,0.003961196,0.0007356836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00287932,"about_ca_system_score_gemma":0.007905645,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02268654,"about_ca_topic_score_gemma":0.04463715,"domain_scores_codex":[0.7992029,0.1478969,0.01353032,0.006563563,0.02999907,0.002807303],"domain_scores_gemma":[0.5443789,0.3710679,0.03284707,0.01172947,0.02829989,0.01167678],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009993475,0.0004150488,0.6847377,0.002408268,0.0005649713,0.002508308,0.01070853,0.001596346,0.0004009608,0.004013053,0.03435348,0.257294],"study_design_scores_gemma":[0.0005802815,0.003466064,0.8378091,0.01658852,0.0009612482,0.01273419,0.02627279,0.03182546,0.001641141,0.02979915,0.03781971,0.0005022282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6086066,0.05049736,0.03128456,0.2521245,0.008486175,0.002147206,0.002119245,0.0008040359,0.04393026],"genre_scores_gemma":[0.9558492,0.003977193,0.0173157,0.01957811,0.001944515,0.0006155188,0.0001714329,0.00007292759,0.0004755093],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1695235,"threshold_uncertainty_score":0.8965367,"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."}}