{"id":"W3153429570","doi":"10.1016/j.jcmg.2021.01.040","title":"Are Training Programs Ready for the Rapid Adoption of CCTA?","year":2021,"lang":"en","type":"article","venue":"JACC. Cardiovascular imaging","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"University of Ottawa Heart Institute Foundation","keywords":"Coronary artery disease; Agatston score; Medicine; Coronary angiography; Radiology; Medical physics; Cardiology; Coronary artery calcium; Myocardial infarction","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01801686,0.000748136,0.0008179796,0.001205579,0.002031645,0.005944858,0.002371859,0.01066566,0.06336578],"category_scores_gemma":[0.1072975,0.0007240525,0.0009107131,0.001054661,0.0023652,0.01042689,0.0031204,0.011875,0.01718739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003271606,"about_ca_system_score_gemma":0.02025334,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01025592,"about_ca_topic_score_gemma":0.01614672,"domain_scores_codex":[0.9886205,0.004327293,0.0006820621,0.0009675992,0.002270554,0.003132027],"domain_scores_gemma":[0.8747025,0.03770961,0.01644755,0.005379278,0.0276269,0.03813416],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005124165,0.0008234623,0.03298328,0.001144197,0.00006556445,0.001067403,0.0006935206,0.0005329454,0.001625458,0.006391499,0.6451032,0.3090571],"study_design_scores_gemma":[0.0007862822,0.001481391,0.1973874,0.01333824,0.0002145007,0.003859331,0.01257398,0.001848404,0.002703213,0.03079029,0.7345454,0.0004715383],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009587691,0.006508873,0.003013864,0.9595935,0.009287482,0.0001308188,0.0004861413,0.0004269323,0.01096477],"genre_scores_gemma":[0.3242602,0.03383379,0.03098566,0.5543296,0.03306004,0.001696561,0.002446013,0.001009957,0.01837809],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06336578,"threshold_uncertainty_score":0.2119797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05591944851319276,"score_gpt":0.2886562001104104,"score_spread":0.2327367515972176,"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."}}