{"id":"W4385803803","doi":"10.1016/j.jacc.2023.05.061","title":"ACC/AHA and ESC/EACTS Guidelines for the Management of Valvular Heart Diseases","year":2023,"lang":"en","type":"review","venue":"Journal of the American College of Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":131,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Medicine; valvular heart disease; Clinical Practice; Disease management; Intensive care medicine; Health care; Family medicine; Cardiology; Internal medicine; Disease","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":[0.002027825,0.001623183,0.004066677,0.005944756,0.0004638439,0.001573832,0.001883292,0.002157214,0.008626502],"category_scores_gemma":[0.004922954,0.0003974364,0.003396167,0.003778223,0.0004770838,0.00108479,0.0009466539,0.003014197,0.003386339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001240216,"about_ca_system_score_gemma":0.005060834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007028768,"about_ca_topic_score_gemma":0.01256285,"domain_scores_codex":[0.9988623,0.0002060004,0.0003186823,0.00009647736,0.000447565,0.00006901833],"domain_scores_gemma":[0.9973587,0.001097954,0.0005971381,0.00004094353,0.0007631102,0.0001422323],"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":[0.000187805,0.0001466679,0.0003379024,0.07216091,0.0008542717,0.0001305175,0.00005193548,0.0003047348,0.0004396286,0.001848778,0.1935613,0.7299755],"study_design_scores_gemma":[0.0004441921,0.0001968074,0.004070058,0.09706304,0.003862137,0.0008323051,0.00005967611,0.0002386064,0.0002022503,0.002142288,0.8908132,0.00007542833],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006564587,0.9957912,0.0002041744,0.001156633,0.0009714493,0.00007720287,0.0003451646,0.0000250197,0.001363619],"genre_scores_gemma":[0.0004488374,0.9957985,0.0008644656,0.001216777,0.0005520236,0.0000846697,0.0004104283,0.00000510057,0.0006192078],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008626502,"threshold_uncertainty_score":0.02885848,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08863495933102257,"score_gpt":0.4473746818562878,"score_spread":0.3587397225252652,"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."}}