{"id":"W2345076323","doi":"10.1038/nrcardio.2016.57","title":"Pathophysiology and management of multivalvular disease","year":2016,"lang":"en","type":"review","venue":"Nature Reviews Cardiology","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":88,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Disease; Intensive care medicine; valvular heart disease; Stenosis; Percutaneous; Pathophysiology; Heart valve; Valve replacement; Surgery; Cardiology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002454136,0.0005728279,0.005724669,0.0001568909,0.00003203246,0.000002980924,0.000125028,0.0007352285,0.00003588254],"category_scores_gemma":[0.000100125,0.0003130397,0.005815511,0.0001703371,0.0001639648,0.00001958604,0.0001986388,0.0004581669,0.0000911137],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008544549,"about_ca_system_score_gemma":0.0001217034,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.43835e-7,"about_ca_topic_score_gemma":1.359482e-8,"domain_scores_codex":[0.9974638,0.0005682535,0.0007404676,0.0007520923,0.0001528622,0.0003225119],"domain_scores_gemma":[0.9980977,0.0001246952,0.0004282112,0.0009675676,0.0000700727,0.0003117496],"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":[0.00004396641,0.00003613349,0.0002732087,0.0809159,0.00385242,0.0003318749,8.622035e-7,9.234776e-9,2.275252e-7,0.0009369226,0.0009566707,0.9126518],"study_design_scores_gemma":[0.0006166899,0.00007567423,0.003168621,0.03858587,0.02014407,0.00004968604,9.262639e-7,3.194261e-8,2.678195e-8,0.0001865014,0.9369456,0.0002263417],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006964815,0.9952751,0.000008119831,0.0000305023,0.0004267895,0.003044599,0.0003783615,0.0000224034,0.0008071588],"genre_scores_gemma":[0.00004038082,0.9981046,0.0002089082,0.0001099553,0.0003598328,0.0005237574,0.0004222723,0.00005713352,0.000173147],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9359889,"threshold_uncertainty_score":0.9999322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02569749238296562,"score_gpt":0.4149405445710216,"score_spread":0.389243052188056,"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."}}