{"id":"W4393997047","doi":"10.1016/s0735-1097(24)03350-3","title":"ENHANCING DIAGNOSTIC PERFORMANCE OF STRESS ECHOCARDIOGRAPHY FOR LEFT MAIN OR MULTIVESSEL OBSTRUCTIVE CORONARY ARTERY DISEASE DETECTION IN A HIGH-RISK POPULATION","year":2024,"lang":"en","type":"article","venue":"Journal of the American College of Cardiology","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre Hospitalier de l’Université de Montréal","funders":"","keywords":"Medicine; Cardiology; Internal medicine; Coronary artery disease; Stress Echocardiography; Population; Radiology","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":[0.002677687,0.0005774904,0.0004567692,0.001017481,0.0002912551,0.001424793,0.0004690945,0.001048859,0.001577216],"category_scores_gemma":[0.01258781,0.0002670494,0.000439213,0.0003447718,0.0002845904,0.001075495,0.0005656934,0.0005265895,0.0005595717],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002506119,"about_ca_system_score_gemma":0.0004160036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001090706,"about_ca_topic_score_gemma":0.001835144,"domain_scores_codex":[0.9991611,0.0003498907,0.00008147203,0.0001224959,0.0001542839,0.0001308157],"domain_scores_gemma":[0.994486,0.003365068,0.0005749457,0.0002159847,0.0008222359,0.0005356845],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001187379,0.0003637945,0.9688618,0.00006294542,0.00009683933,0.0007783032,0.0002692168,0.0003197794,0.003600649,0.0001299707,0.0006121391,0.02371717],"study_design_scores_gemma":[0.00004640346,0.0009379617,0.9879138,0.00006638689,0.0002669367,0.001615262,0.0004586002,0.005534265,0.001777065,0.0003948949,0.0009650006,0.00002349331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9957041,0.000694275,0.0005197698,0.0004696976,0.00004829055,0.00001687683,0.00008350266,0.00002400717,0.002439518],"genre_scores_gemma":[0.9985447,0.0002460176,0.0007495997,0.00009052942,0.0001325534,0.000004758096,0.00006628942,0.000007502795,0.0001580203],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002677687,"threshold_uncertainty_score":0.01416117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005885573200002219,"score_gpt":0.2506674406686666,"score_spread":0.2447818674686644,"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."}}