{"id":"W2136770925","doi":"10.1177/1089253207311789","title":"Impact of Perioperative Transesophageal Echocardiography in Aortic Valve Replacement","year":2007,"lang":"en","type":"review","venue":"Seminars in Cardiothoracic and Vascular Anesthesia","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Montreal Heart Institute","funders":"","keywords":"Medicine; Cardiopulmonary bypass; Perioperative; Aortic valve replacement; Hemodynamics; Cardiology; Ventricular outflow tract; Internal medicine; Ventricular outflow tract obstruction; Prosthesis; Surgery; Mitral valve; Stenosis","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","metaepi_broad"],"consensus_categories":[],"category_scores_codex":[0.0009828759,0.0007508071,0.004297154,0.001088187,0.0000416187,0.00002540932,0.0001116924,0.0004904713,0.00002178044],"category_scores_gemma":[0.0000291839,0.0005832612,0.01251791,0.00114289,0.0001468952,0.00007175155,0.00002897779,0.0004889848,0.000004401659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004717168,"about_ca_system_score_gemma":0.0004440513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000213432,"about_ca_topic_score_gemma":0.000001595206,"domain_scores_codex":[0.9966932,0.0004266755,0.000979948,0.0008152376,0.0005503212,0.0005346163],"domain_scores_gemma":[0.9985407,0.0001309411,0.0002019855,0.0007742571,0.00007865026,0.0002734716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000241737,0.0003933429,0.3263208,0.008914797,0.007712574,0.0007766067,0.0004537552,0.00001325807,2.055332e-7,0.000007575608,0.00001313243,0.6551523],"study_design_scores_gemma":[0.00440109,0.002128661,0.8656643,0.05103639,0.02908895,0.001483083,0.000434985,0.00001718595,0.000001951436,0.000007300515,0.04439859,0.001337524],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.06999945,0.9276101,0.00002312739,0.000002046878,0.00003342154,0.001972321,0.00003636605,0.00002034787,0.0003027956],"genre_scores_gemma":[0.05117576,0.9480969,0.0001715416,0.00001211921,0.0000664504,0.0001708052,0.0001847241,0.00009231987,0.00002937354],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6538147,"threshold_uncertainty_score":0.9996619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02453297295027335,"score_gpt":0.4069292270208784,"score_spread":0.382396254070605,"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."}}