{"id":"W3126473263","doi":"10.1093/ehjci/jeaa356.298","title":"Microvascular and mechanical improvements following bariatric surgery in the obese; mechanistic insights from advanced & automated quantitative perfusion cardiac MRI","year":2021,"lang":"en","type":"article","venue":"European Heart Journal - Cardiovascular Imaging","topic":"Cardiovascular Disease and Adiposity","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University College London; St. Thomas University; University of Scranton","keywords":"Medicine; Internal medicine; Cardiology; Ejection fraction; Perfusion; Diabetes mellitus; Blood pressure; Cardiac function curve; Stroke volume; Heart failure; Surgery; Endocrinology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0003922298,0.0001497053,0.0001480446,0.0002458894,0.00007372831,0.0002615352,0.0001108589,0.0002505245,0.001848492],"category_scores_gemma":[0.0003350296,0.0001197049,0.0001045231,0.0001043987,0.0001718369,0.0001908951,0.0001735403,0.0003309652,0.0001114025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001050541,"about_ca_system_score_gemma":0.00006235675,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003085427,"about_ca_topic_score_gemma":0.0005076849,"domain_scores_codex":[0.9999443,0.00002192429,0.000002012666,0.00000782215,0.00001038588,0.0000135091],"domain_scores_gemma":[0.9998611,0.0000240098,0.0000507943,0.00001240879,0.00001442545,0.0000371942],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.01570561,0.001148484,0.1712762,0.0005293303,0.0002678972,0.001938752,0.0003948425,0.001294105,0.7032107,0.0004848979,0.001235402,0.102514],"study_design_scores_gemma":[0.0001204701,0.002357093,0.9851823,0.0000235113,0.00005150903,0.0008877068,0.0001430749,0.001995911,0.008418497,0.0002600223,0.0005448692,0.00001502809],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978632,0.0005865315,0.0008967592,0.0000989584,0.00000625851,0.00001077894,0.00007452482,0.00001373096,0.0004491148],"genre_scores_gemma":[0.9984788,0.0002330152,0.0007179783,0.00003789443,0.00002488612,0.00001323528,0.00006685566,0.000003137153,0.0004240789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001848492,"threshold_uncertainty_score":0.006183803,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01939542725019892,"score_gpt":0.2692506535209375,"score_spread":0.2498552262707386,"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."}}