{"id":"W2123428520","doi":"10.1161/circulationaha.107.702035","title":"Evolving Concepts and Technologies in Mitral Valve Repair","year":2008,"lang":"en","type":"review","venue":"Circulation","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":167,"is_retracted":false,"has_abstract":false,"ca_institutions":"Libin Cardiovascular Institute of Alberta; University of Calgary","funders":"","keywords":"Medicine; Mitral valve; Cardiology; Mitral valve repair; Internal medicine","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":[0.00003139375,0.0001844799,0.0007673185,0.0001832165,0.00003366439,0.00000839336,0.00002240567,0.0002297379,0.000007764877],"category_scores_gemma":[0.0001122741,0.000156138,0.002882539,0.0001965407,0.00005424012,0.00004974696,0.00002449502,0.0001387307,0.00001345815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002052623,"about_ca_system_score_gemma":0.00010672,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001354785,"about_ca_topic_score_gemma":5.746618e-7,"domain_scores_codex":[0.999177,0.00003052949,0.0002526595,0.0002879644,0.0001172829,0.0001345414],"domain_scores_gemma":[0.9995541,0.00004802524,0.00009943888,0.000230144,0.00003113994,0.00003713893],"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":[0.000002952051,0.00004774989,0.1917554,0.003601538,0.0009644895,0.00005760894,0.00003279401,5.866249e-7,5.624099e-8,0.00003618204,0.0001206844,0.80338],"study_design_scores_gemma":[0.001250156,0.00004547771,0.785663,0.01701592,0.006954076,0.0003426268,0.0001026049,0.00004995239,1.040437e-7,0.0001165245,0.1880594,0.0004001169],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002222295,0.9963389,0.000002721634,0.000005222973,0.00007141136,0.0007247594,0.00001521855,0.0001962068,0.000423268],"genre_scores_gemma":[0.07543994,0.9241024,0.00006476289,0.000004768623,0.0000400706,0.00006510394,0.0002494377,0.0000210228,0.00001249906],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8029799,"threshold_uncertainty_score":0.6367123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03835322198036122,"score_gpt":0.3883740936485053,"score_spread":0.3500208716681441,"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."}}