{"id":"W4285091099","doi":"10.1503/cjs.001121","title":"Mechanical versus bioprosthetic valves in chronic dialysis: a systematic review and meta-analysis","year":2022,"lang":"en","type":"review","venue":"Canadian Journal of Surgery","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"Canadian Institutes of Health Research; Heart and Stroke Foundation of Canada","keywords":"Medicine; Choline; Internal medicine; Gastroenterology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001546368,0.0004300255,0.01370802,0.002132027,0.00006956224,0.00004543724,0.0001421174,0.0001250529,0.001841152],"category_scores_gemma":[0.0007565813,0.0002876149,0.02420095,0.001750941,0.00004768178,0.00005831649,0.00002409947,0.0004464566,0.000008392679],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00148866,"about_ca_system_score_gemma":0.00694447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009376794,"about_ca_topic_score_gemma":0.001178001,"domain_scores_codex":[0.9964088,0.0006660097,0.00183545,0.0003140381,0.0004026935,0.0003730606],"domain_scores_gemma":[0.9963411,0.0008422931,0.001165061,0.0005346621,0.00009292936,0.001023944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00000741033,0.00002562933,0.00003583455,0.5052205,0.4901183,0.001661913,0.000008066911,4.861885e-7,1.59516e-9,0.00001053535,0.0001871753,0.002724148],"study_design_scores_gemma":[0.0001808073,0.00005431943,0.00002245236,0.03147516,0.92876,0.0003271148,0.00001570366,2.590334e-7,5.720479e-9,0.000004066465,0.03897157,0.0001885635],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001235298,0.9984545,3.982977e-7,0.000137059,0.0001662931,0.0009763459,0.0002164225,0.000003200756,0.00003339639],"genre_scores_gemma":[0.0004660598,0.9988678,0.000004772258,0.0001422258,0.00004902775,0.0002122779,0.0001111535,0.00004427577,0.0001024743],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4737454,"threshold_uncertainty_score":0.9999576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1614654564447119,"score_gpt":0.3866438867909872,"score_spread":0.2251784303462753,"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."}}