{"id":"W2560662299","doi":"10.1136/bmjopen-2016-013835","title":"Time-saving screening for diabetes in patients with coronary artery disease: a report from EUROASPIRE IV","year":2016,"lang":"en","type":"article","venue":"BMJ Open","topic":"Diabetes, Cardiovascular Risks, and Lipoproteins","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Family Medicine","funders":"Merck Sharp and Dohme; Servier; Hjärt-Lungfonden; Novo Nordisk; National Institute for Health and Care Research; Sanofi; Kowa Company; F. Hoffmann-La Roche; European Society of Cardiology; AstraZeneca; Eli Lilly and Company; Bristol-Myers Squibb; GlaxoSmithKline; Amgen","keywords":"Medicine; Coronary artery disease; Internal medicine; Diabetes mellitus; Receiver operating characteristic; Plasma glucose; Gastroenterology; 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":[0.004418716,0.0006236992,0.0004028637,0.0007846077,0.0001288628,0.0005728683,0.0004381602,0.0005486026,0.0006988095],"category_scores_gemma":[0.005463312,0.0001432067,0.0008003954,0.0006283518,0.0001297504,0.0003154823,0.0003414977,0.0006108231,0.0002154071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006830065,"about_ca_system_score_gemma":0.0008806868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007112106,"about_ca_topic_score_gemma":0.00239875,"domain_scores_codex":[0.9984902,0.0003976682,0.0002188109,0.0001410656,0.0006194001,0.0001328224],"domain_scores_gemma":[0.9953005,0.001294799,0.001053879,0.0001449147,0.001760344,0.000445554],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005585264,0.0005650276,0.6319047,0.001239625,0.001079118,0.00120891,0.0002384426,0.0006439868,0.002670426,0.0002141358,0.04425066,0.3103997],"study_design_scores_gemma":[0.000318219,0.001239083,0.9649556,0.0004348988,0.0006836111,0.001673458,0.0001743856,0.0004900495,0.001054922,0.00004632115,0.02889559,0.00003386511],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8326892,0.1279522,0.002064198,0.01041349,0.001427789,0.0003271739,0.01141661,0.0002129262,0.01349636],"genre_scores_gemma":[0.9389712,0.03674601,0.002766012,0.005052258,0.0006770657,0.0002087818,0.01342391,0.00009369083,0.002061004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007112106,"threshold_uncertainty_score":0.02336866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03001972547635922,"score_gpt":0.2919285023205049,"score_spread":0.2619087768441457,"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."}}