{"id":"W3083743881","doi":"10.1093/ehjci/jeaa201","title":"Contemporary rationale for non-invasive imaging of adverse coronary plaque features to identify the vulnerable patient: a Position Paper from the European Society of Cardiology Working Group on Atherosclerosis and Vascular Biology and the European Association of Cardiovascular Imaging","year":2020,"lang":"en","type":"article","venue":"European Heart Journal - Cardiovascular Imaging","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"British Heart Foundation; Entomological Society of Canada; Amgen","keywords":"Cardiology; Medicine; Coronary atherosclerosis; Internal medicine; Position paper; Vascular Medicine; Vulnerable plaque; Intensive care medicine; Coronary heart disease; Pathology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01052238,0.000346279,0.001074855,0.0000801506,0.0006908674,0.00008682141,0.0002621804,0.00003275846,0.000001919219],"category_scores_gemma":[0.001498773,0.0002245445,0.002629246,0.0002383949,0.0004368182,0.0001949289,0.000327388,0.0008016087,0.000003179441],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008217844,"about_ca_system_score_gemma":0.00007975001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001419272,"about_ca_topic_score_gemma":6.124407e-7,"domain_scores_codex":[0.9903527,0.007303072,0.0007979506,0.0005331459,0.0006559365,0.0003572247],"domain_scores_gemma":[0.9960386,0.002197458,0.0004517837,0.0006716169,0.0004783753,0.0001621335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007604307,0.0001112489,0.8097374,0.0003935336,0.02356761,0.0001869633,0.02533509,0.0156848,0.0531253,0.00007349532,0.04297667,0.02804744],"study_design_scores_gemma":[0.008855385,0.0001550972,0.9442285,0.001173357,0.004017474,0.0004508085,0.006578342,0.0005078776,0.0009227209,0.00006319999,0.03265424,0.0003930218],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.783751,0.1035723,0.06816412,0.02899732,0.001542126,0.00513719,0.0004429769,0.0001374123,0.008255567],"genre_scores_gemma":[0.9919361,0.001852227,0.0009325027,0.003843568,0.001250091,0.00001369879,0.00006441095,0.0001041248,0.000003304277],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2081851,"threshold_uncertainty_score":0.9156659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02221687004543288,"score_gpt":0.2480327631170144,"score_spread":0.2258158930715815,"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."}}