{"id":"W2164955726","doi":"10.1016/j.jtcvs.2008.08.024","title":"Predictors of recurrence and reoperation for prosthetic valve endocarditis after valve replacement surgery for native valve endocarditis","year":2008,"lang":"en","type":"article","venue":"Journal of Thoracic and Cardiovascular Surgery","topic":"Infective Endocarditis Diagnosis and Management","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Endocarditis; Surgery; Fibrous joint; Valve replacement; Prosthesis; Debridement (dental); Cardiology","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":[0.003776919,0.0003415757,0.001888032,0.0004816247,0.0001858982,0.00003765372,0.00005923981,0.0001251566,0.0000116427],"category_scores_gemma":[0.00161038,0.0002919294,0.005650201,0.0002157901,0.0002343798,0.0003505797,0.0000605235,0.000212764,5.485367e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001227027,"about_ca_system_score_gemma":0.0002724237,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001595603,"about_ca_topic_score_gemma":8.357696e-7,"domain_scores_codex":[0.9968526,0.0003646154,0.001062527,0.0004675543,0.0008505838,0.0004020715],"domain_scores_gemma":[0.9960821,0.001568264,0.0005684507,0.0003960701,0.001161953,0.0002232189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002096521,0.0006071979,0.5963308,0.003725237,0.04185918,0.0005563302,0.001899718,0.0002060529,0.00007039611,0.0001036792,0.06049397,0.292051],"study_design_scores_gemma":[0.002636691,0.001718536,0.9007471,0.002734811,0.009748742,0.005497083,0.0006625653,0.00006136776,0.006736844,0.0002841922,0.06844617,0.0007259636],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9245111,0.0494609,0.02158484,0.00009222656,0.001950685,0.002053684,0.0001771925,0.00002217847,0.0001471756],"genre_scores_gemma":[0.9728693,0.02452109,0.00095532,0.0001286627,0.0008622786,0.0005458964,0.00004534642,0.00005050148,0.00002162459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3044163,"threshold_uncertainty_score":0.9999533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0238318589161152,"score_gpt":0.2778610325094251,"score_spread":0.2540291735933098,"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."}}