{"id":"W4280641978","doi":"10.1016/j.jcmg.2022.03.009","title":"The PROMISE Minimal Risk Score Improves Risk Classification of Symptomatic Patients With Suspected CAD","year":2022,"lang":"en","type":"article","venue":"JACC. Cardiovascular imaging","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Novo Nordisk Fonden; Aarhus Universitets Forskningsfond; National Heart, Lung, and Blood Institute; Boehringer Ingelheim; Hjerteforeningen; Novo Nordisk; Sanofi; Amgen; Pfizer; Health Research Fund of Central Denmark Region; Bayer","keywords":"CAD; Medicine; Internal medicine; Framingham Risk Score; Cardiology; Engineering; Disease","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":[0.001196594,0.0002458261,0.0005688592,0.0001507281,0.0006696691,0.00006795546,0.0001940818,0.00002836182,0.0000100219],"category_scores_gemma":[0.001122743,0.0001780142,0.0007718741,0.000497303,0.0001993594,0.0001096133,0.0001606372,0.0005210039,0.000005904581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000222919,"about_ca_system_score_gemma":0.0002056332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003405923,"about_ca_topic_score_gemma":0.000004283115,"domain_scores_codex":[0.997116,0.0004390481,0.0004316211,0.000448714,0.001177624,0.0003870451],"domain_scores_gemma":[0.9975278,0.0003658249,0.0003555021,0.001210121,0.0004219456,0.000118802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002249863,0.0001638283,0.9539083,0.00009082454,0.001638555,0.00002720835,0.0004351861,0.0003359305,0.0002141299,0.00001959923,0.001101955,0.04183952],"study_design_scores_gemma":[0.003864568,0.0001300785,0.9844578,0.00007653642,0.002993396,0.00006213045,0.001034133,0.002879841,0.0003327834,0.00003544964,0.003907023,0.00022624],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901264,0.006341891,0.0006554842,0.0002064977,0.000323584,0.00124117,0.0001143376,0.000131242,0.0008593621],"genre_scores_gemma":[0.9988025,0.0001395711,0.0004610209,0.00003386534,0.0001359346,0.0002082911,0.0001038816,0.00006513896,0.00004977175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04161328,"threshold_uncertainty_score":0.7259209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006100149738385443,"score_gpt":0.209566656513725,"score_spread":0.2034665067753395,"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."}}