{"id":"W4413805594","doi":"10.21037/cdt-2024-664","title":"Myocardial contrast echocardiography predicts major adverse cardiovascular and cerebrovascular events in the population after percutaneous coronary intervention—a systematic review and meta-analysis","year":2025,"lang":"en","type":"article","venue":"Cardiovascular Diagnosis and Therapy","topic":"Ultrasound and Hyperthermia Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Percutaneous coronary intervention; Meta-analysis; Cardiology; Internal medicine; Contrast (vision); Adverse effect; Population; Percutaneous; Radiology; Myocardial infarction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006900325,0.001610781,0.01160262,0.004872117,0.0005131368,0.001980989,0.00174809,0.001496962,0.002391101],"category_scores_gemma":[0.01810848,0.0009433312,0.022417,0.006936927,0.0005234515,0.0009683961,0.0008805757,0.001110005,0.0001899645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001204436,"about_ca_system_score_gemma":0.002483767,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005860183,"about_ca_topic_score_gemma":0.01116011,"domain_scores_codex":[0.995608,0.001529728,0.001486685,0.000687225,0.0005204318,0.0001679346],"domain_scores_gemma":[0.9860895,0.01043855,0.002062511,0.0004242612,0.0008307823,0.0001544686],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.001675813,0.00004435996,0.02212263,0.3853391,0.5706992,0.0002167057,0.00009255191,0.0006464632,0.0002336463,0.0001448966,0.0009778461,0.01780678],"study_design_scores_gemma":[0.0003214079,0.0001613247,0.0148743,0.02088697,0.9614813,0.0001378443,0.00003649207,0.0002729776,0.00009589865,0.0001568343,0.001548267,0.00002639614],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.007848736,0.9903648,0.0003961117,0.000180122,0.00009848605,0.0001359927,0.0007698546,0.00001791031,0.0001879728],"genre_scores_gemma":[0.1939683,0.8009742,0.001587184,0.0007730317,0.0003501966,0.0007295077,0.00137629,0.0000210553,0.0002202669],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01160262,"threshold_uncertainty_score":0.03649282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01010641272716214,"score_gpt":0.2169184924708532,"score_spread":0.206812079743691,"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."}}