{"id":"W4404424372","doi":"10.1111/echo.70038","title":"Cutting‐Edge Echocardiographic Tools for Enhanced Understanding and Management of Atrial Functional Mitral Regurgitation","year":2024,"lang":"en","type":"article","venue":"Echocardiography","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Functional mitral regurgitation; Cardiology; Internal medicine; Mitral regurgitation; Medicine; 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":[0.0002387329,0.0001989676,0.0003903159,0.0006257035,0.0001000316,0.0000971167,0.00003300282,0.0000834868,0.000007932716],"category_scores_gemma":[0.00001506789,0.0001837727,0.004653755,0.0008520125,0.00009238596,0.000194625,0.00002415549,0.00008009407,0.000002644156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006899716,"about_ca_system_score_gemma":0.00002996866,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003536493,"about_ca_topic_score_gemma":1.143524e-7,"domain_scores_codex":[0.9986913,0.00002873043,0.0002830742,0.0004281033,0.000326231,0.0002426123],"domain_scores_gemma":[0.9993509,0.000177096,0.00005295995,0.0002203636,0.00007269669,0.0001260031],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009875245,0.0005353738,0.4405986,0.01303063,0.1841036,0.0002523799,0.0008632967,0.0006259866,0.002199332,0.1252099,0.01443693,0.2082687],"study_design_scores_gemma":[0.01508812,0.00134024,0.9182219,0.002505661,0.02722618,0.00003747345,0.002711793,0.000330621,0.001627938,0.02409745,0.005991613,0.0008210393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7969314,0.03361939,0.1474501,0.0002669504,0.002994026,0.003952519,0.0005133479,0.0004690762,0.0138032],"genre_scores_gemma":[0.9950216,0.002787282,0.00139398,0.00002645918,0.0003362234,0.000119866,0.0002354742,0.00003529197,0.00004375743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4776233,"threshold_uncertainty_score":0.7494032,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04624517054380681,"score_gpt":0.3305094265440917,"score_spread":0.2842642560002848,"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."}}