{"id":"W4408846054","doi":"10.1093/ehjci/jeaf093","title":"CCTA-Derived coronary plaque burden offers enhanced prognostic value over CAC scoring in suspected CAD patients","year":2025,"lang":"en","type":"article","venue":"European Heart Journal - Cardiovascular Imaging","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"CAD; Medicine; Cardiology; Internal medicine; Value (mathematics); Computer science; Engineering; Machine learning","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":[0.001902073,0.0005098406,0.000631584,0.0007592425,0.0001971301,0.0008133322,0.0002796652,0.0006240226,0.0009255604],"category_scores_gemma":[0.008383774,0.0002219179,0.0003236897,0.000448084,0.0002185161,0.0005257552,0.0003511287,0.0004743022,0.0003341069],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001814032,"about_ca_system_score_gemma":0.000225914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007706669,"about_ca_topic_score_gemma":0.00171372,"domain_scores_codex":[0.999306,0.0003364282,0.00007216081,0.0001058929,0.0001342569,0.00004524661],"domain_scores_gemma":[0.9973944,0.001291646,0.0006157729,0.000182664,0.0002674919,0.0002479905],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009860615,0.00005859831,0.9910053,0.00002081464,0.00005847103,0.00009399287,0.00002814743,0.0003241204,0.0006047384,0.0000232251,0.0001058885,0.006690724],"study_design_scores_gemma":[0.00007835988,0.0006311625,0.9884499,0.00002061324,0.0001332522,0.0007084496,0.00005059043,0.008986087,0.0004818383,0.0001653542,0.000281038,0.00001337665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982111,0.0005849585,0.0005143753,0.00009503528,0.00001130824,0.00001118556,0.0001122465,0.00001300121,0.000446757],"genre_scores_gemma":[0.9992669,0.0000889794,0.0003502881,0.00002462579,0.00003699262,0.000005791157,0.0001462315,0.000002393445,0.00007779299],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001902073,"threshold_uncertainty_score":0.01005924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01120137847482415,"score_gpt":0.2595577442177358,"score_spread":0.2483563657429116,"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."}}