{"id":"W2556385871","doi":"10.1002/9781444309768.ch81","title":"Valvular Heart Disease: Timing of Surgery","year":2009,"lang":"en","type":"other","venue":"","topic":"Cardiac Valve Diseases and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences; Hamilton General Hospital","funders":"","keywords":"valvular heart disease; Disease; Cardiology; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004166307,0.0003626041,0.0004607785,0.0009312934,0.0002560054,0.0008752701,0.000375636,0.000410949,0.05534334],"category_scores_gemma":[0.001953232,0.0001178837,0.000371641,0.001772856,0.0001344592,0.0006546691,0.000363974,0.0009417296,0.01619073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008257846,"about_ca_system_score_gemma":0.001381946,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005311295,"about_ca_topic_score_gemma":0.01219579,"domain_scores_codex":[0.9997551,0.00005333236,0.00004097832,0.00003711812,0.00008607656,0.00002735966],"domain_scores_gemma":[0.9995827,0.0001692625,0.0000811073,0.00001680936,0.0001087154,0.00004142346],"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":[0.0001044785,0.00007308217,0.00471313,0.001073172,0.00002517243,0.0002362505,0.0001150522,0.0004512501,0.000299347,0.01259988,0.4422288,0.5380803],"study_design_scores_gemma":[0.00002056962,0.00003819366,0.01492399,0.002071431,0.00004982989,0.0009989492,0.0001995295,0.0001336523,0.0002267761,0.005478124,0.9758435,0.00001526851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.004384849,0.3419747,0.004009613,0.01824937,0.01413312,0.0001349429,0.0102312,0.0002746716,0.6066075],"genre_scores_gemma":[0.0413787,0.5933986,0.01005863,0.005857533,0.01186017,0.0001520067,0.01072203,0.0003250441,0.3262473],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05534334,"threshold_uncertainty_score":0.1851419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02816955355168056,"score_gpt":0.3437729157734915,"score_spread":0.315603362221811,"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."}}