{"id":"W4308262129","doi":"10.1093/ehjopen/oeac074","title":"Characterization of myocardial mechanics and its prognostic significance in patients with severe aortic stenosis undergoing aortic valve replacement","year":2022,"lang":"en","type":"article","venue":"European Heart Journal Open","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Cardiology; Internal medicine; Medicine; Ejection fraction; Aortic valve replacement; Stenosis; Speckle tracking echocardiography; Aortic valve stenosis; Aortic valve; Heart failure","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":[],"consensus_categories":[],"category_scores_codex":[0.0004199689,0.0001301149,0.0003130299,0.00009577764,0.0001687315,0.00006281219,0.0000894781,0.000009775947,0.00009442405],"category_scores_gemma":[0.00007280215,0.0001105284,0.0001647685,0.0001978615,0.000007265634,0.0001770517,0.0002287498,0.0001853304,0.000006141873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001556468,"about_ca_system_score_gemma":0.0001592975,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006493061,"about_ca_topic_score_gemma":3.460318e-7,"domain_scores_codex":[0.9984225,0.0003723893,0.0003655807,0.0002285204,0.0004207577,0.0001902468],"domain_scores_gemma":[0.9993045,0.00004210823,0.0002255128,0.0001550512,0.0001121408,0.0001607399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001194496,0.0004933635,0.9965025,0.00004972564,0.0004249993,0.00002684167,0.0002481296,0.00008519139,0.0004006761,0.00001155169,0.00003778985,0.000524797],"study_design_scores_gemma":[0.004523552,0.002043835,0.9922768,0.0002386137,0.0004083644,0.00003164162,0.0001515904,0.00007463143,0.00003126989,0.000008245393,0.00009631431,0.0001151208],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998067,0.00007041084,0.00002377452,0.0001744637,0.0001176174,0.001261158,0.00004366822,0.000007221794,0.0002346399],"genre_scores_gemma":[0.999357,0.00005473131,0.0000731165,0.0002956172,0.00003224667,0.00002425981,0.00006366087,0.00003789104,0.0000614852],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004225618,"threshold_uncertainty_score":0.4507219,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02164122253149182,"score_gpt":0.2895683385483034,"score_spread":0.2679271160168116,"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."}}