{"id":"W2596797126","doi":"10.1016/j.echo.2017.01.007","title":"Recommendations for Noninvasive Evaluation of Native Valvular Regurgitation","year":2017,"lang":"en","type":"review","venue":"Journal of the American Society of Echocardiography","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":3440,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Valvular regurgitation; valvular heart disease; Etiology; Regurgitation (circulation); Cardiology; Internal medicine; Volume overload; Physical examination; Intervention (counseling); Intensive care medicine; Heart failure","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":[0.003447852,0.00125293,0.002331258,0.004216349,0.0005362884,0.001812196,0.001927407,0.003512535,0.009158946],"category_scores_gemma":[0.01119311,0.0004514262,0.002180506,0.002022077,0.0009755503,0.002533364,0.001275105,0.003960338,0.004078982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009855791,"about_ca_system_score_gemma":0.004388127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003738746,"about_ca_topic_score_gemma":0.007062404,"domain_scores_codex":[0.9981154,0.0005044812,0.0005933151,0.0002145552,0.0004793222,0.00009300697],"domain_scores_gemma":[0.9937677,0.00251293,0.001027456,0.0001575504,0.002286616,0.0002477409],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000125718,0.0001036816,0.000780732,0.02814618,0.0003419918,0.0002927699,0.00009801052,0.0001916268,0.0005087249,0.003462672,0.2133649,0.7525831],"study_design_scores_gemma":[0.0002194443,0.00007623798,0.002274794,0.06836706,0.001198312,0.001067996,0.0001592329,0.000163535,0.0002730244,0.004622682,0.9215143,0.00006335763],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000114971,0.9814661,0.0008815861,0.01117069,0.002911399,0.00005374897,0.0002203439,0.00004763699,0.003133675],"genre_scores_gemma":[0.001571765,0.9772828,0.004479227,0.0110407,0.002949757,0.0001610531,0.0005362674,0.00001530791,0.001963204],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.009158946,"threshold_uncertainty_score":0.03063971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1695090381734718,"score_gpt":0.492525795504238,"score_spread":0.3230167573307663,"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."}}