{"id":"W2979907039","doi":"10.1530/erp-19-0041","title":"Challenges in the diagnosis and management of valve disease: the case for the specialist valve clinic","year":2019,"lang":"en","type":"review","venue":"Echo Research and Practice","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Medicine; valvular heart disease; Intervention (counseling); Intensive care medicine; Psychological intervention; Etiology; Epidemiology; Population; Disease; Multidisciplinary approach; Disease burden; Surgery; Nursing; Internal medicine; Environmental health","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004198642,0.0006757455,0.001810407,0.001626314,0.0007667223,0.002715492,0.001573438,0.00492295,0.003746572],"category_scores_gemma":[0.0124271,0.0003861517,0.00116268,0.001569225,0.001197685,0.00408004,0.001635296,0.006999545,0.001654807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001652237,"about_ca_system_score_gemma":0.004936528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003682619,"about_ca_topic_score_gemma":0.008065382,"domain_scores_codex":[0.9971425,0.001185078,0.0004299539,0.0002116528,0.0008591368,0.0001716555],"domain_scores_gemma":[0.9915542,0.005238744,0.0006232074,0.0001569913,0.001811564,0.0006153503],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005421914,0.00006481179,0.0004719853,0.02481084,0.0001219488,0.0008814118,0.000530161,0.0002840619,0.0001971299,0.007015934,0.1660481,0.7995195],"study_design_scores_gemma":[0.00004338157,0.0000620479,0.0016585,0.04824321,0.0001653564,0.005739148,0.0009404978,0.000152918,0.00005318127,0.006963641,0.9359276,0.0000504254],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001020356,0.9783801,0.0002049031,0.01878468,0.001544957,0.000004962907,0.000009088209,0.000009309853,0.0009598527],"genre_scores_gemma":[0.002424821,0.9851446,0.0009569018,0.008047581,0.00293001,0.00001466819,0.00002840641,0.000006693853,0.0004463086],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.00492295,"threshold_uncertainty_score":0.02220482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5016029964452298,"score_gpt":0.5924784107814255,"score_spread":0.09087541433619573,"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."}}