{"id":"W352963092","doi":"10.1007/s11886-015-0602-z","title":"Echocardiographic Evaluation of Prosthetic Heart Valves","year":2015,"lang":"en","type":"review","venue":"Current Cardiology Reports","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Institut universitaire de cardiologie et de pneumologie de Québec","funders":"Canadian Institutes of Health Research; Canada Research Chairs; St. Jude Medical; Edwards Lifesciences","keywords":"Medicine; Cardiology; Internal medicine; Regurgitation (circulation); Stenosis; Heart valve; Mitral regurgitation; Grading (engineering); Doppler echocardiography; Radiology; Diastole","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002114378,0.0005300677,0.004690586,0.0004642587,0.00003822609,0.000008899126,0.00006598406,0.0003869896,0.00001877611],"category_scores_gemma":[0.0003323424,0.0003968255,0.009571025,0.0004573435,0.0001957476,0.00003477812,0.00008749568,0.0003489995,0.00002908797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002782339,"about_ca_system_score_gemma":0.002603403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004409836,"about_ca_topic_score_gemma":5.417723e-8,"domain_scores_codex":[0.9958909,0.0007636342,0.001160058,0.000804157,0.001034745,0.0003464916],"domain_scores_gemma":[0.9964551,0.00005271624,0.0007997802,0.001335667,0.001058834,0.0002978478],"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":[0.00001375193,0.0001458267,0.0412973,0.008469369,0.005847361,0.0001626911,0.00001101395,0.000006253391,8.339413e-8,0.00000473904,0.004024482,0.9400171],"study_design_scores_gemma":[0.0006133878,0.0001792474,0.008826065,0.007432403,0.0853736,0.004825201,0.000006623231,0.000001117658,2.107662e-7,0.0003269377,0.8921002,0.0003150477],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00113974,0.9907219,0.000002940349,0.000004126992,0.002892882,0.003485186,0.00009122189,0.00006116529,0.001600793],"genre_scores_gemma":[0.009521304,0.9872186,0.00001321286,0.000003754358,0.0005140637,0.000828128,0.001811075,0.00006751975,0.00002231415],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9397021,"threshold_uncertainty_score":0.9998484,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1553991667409592,"score_gpt":0.5004253492032916,"score_spread":0.3450261824623324,"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."}}