{"id":"W1571897075","doi":"10.1002/9781444309768.ch58","title":"Valve Repair and Choice of Valve","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":"Toronto General Hospital; University of Toronto","funders":"","keywords":"Natural history; Nomenclature; Medicine; Internal medicine; Biology; Taxonomy (biology); Zoology","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":[0.0009219886,0.000320845,0.0005594603,0.001872363,0.0004940865,0.001694083,0.0005131021,0.0007255604,0.02494461],"category_scores_gemma":[0.003545053,0.0001334414,0.00042641,0.00158584,0.0009648725,0.001333417,0.0006449429,0.001856068,0.006840936],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008767571,"about_ca_system_score_gemma":0.00111509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001797086,"about_ca_topic_score_gemma":0.002785512,"domain_scores_codex":[0.9993303,0.0001485351,0.0001117028,0.0001318266,0.0002069477,0.00007067023],"domain_scores_gemma":[0.9990662,0.0004894892,0.000166959,0.00004996423,0.0001391806,0.0000882317],"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":[0.0002802318,0.0001587843,0.02426094,0.00135281,0.00004712318,0.002383478,0.001105728,0.0005803216,0.002412473,0.1401799,0.166279,0.6609591],"study_design_scores_gemma":[0.00002679282,0.00008992105,0.03875095,0.002973687,0.00004774578,0.01335786,0.000714246,0.0002345889,0.001014439,0.03917005,0.9035639,0.00005588167],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02581332,0.3338789,0.01001269,0.020728,0.007881254,0.00009931721,0.003914343,0.0001653584,0.5975068],"genre_scores_gemma":[0.2020675,0.4493399,0.02021493,0.008023494,0.01281122,0.0002037542,0.00678088,0.0004451479,0.3001131],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02494461,"threshold_uncertainty_score":0.08344799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0126149952012434,"score_gpt":0.336460115816674,"score_spread":0.3238451206154305,"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."}}