{"id":"W4388110014","doi":"10.5114/kitp.2023.131950","title":"Surgical treatment of quadruple valve endocarditis in a patient with heart failure","year":2023,"lang":"en","type":"article","venue":"Polish Journal of Cardio-Thoracic Surgery","topic":"Infective Endocarditis Diagnosis and Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Endocarditis; Medicine; Heart failure; Heart valve; Cardiothoracic surgery; Cardiac surgery; Surgery; Internal medicine; Cardiology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001892686,0.000404035,0.0007676416,0.001050124,0.001739149,0.0004940609,0.0005259778,0.001852485,0.001570085],"category_scores_gemma":[0.0009177392,0.0002603068,0.0008485108,0.0004333997,0.0004620921,0.0005688982,0.0005180417,0.001929864,0.0003819557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005530959,"about_ca_system_score_gemma":0.0008049211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001244363,"about_ca_topic_score_gemma":0.002380869,"domain_scores_codex":[0.9997845,0.00002722125,0.00002546278,0.00003142285,0.00005367785,0.00007771988],"domain_scores_gemma":[0.9995282,0.00006526551,0.0000531701,0.00001156315,0.00002126024,0.0003206461],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"case_report","study_design_gemma":"case_report","study_design_scores_codex":[0.0002756961,0.0003120069,0.0344082,0.000124651,0.00004281146,0.9460433,0.0002808143,0.0002894444,0.002101908,0.0003032504,0.003098553,0.01271933],"study_design_scores_gemma":[0.00007921347,0.0009601344,0.06048147,0.0001859404,0.00003432543,0.9337298,0.000459536,0.0006860898,0.0006689973,0.0005031244,0.002166286,0.00004502571],"study_design_candidate":"case_report","study_design_consensus":"case_report","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9478406,0.02235661,0.002203309,0.01431573,0.00203756,0.0001685324,0.0002276294,0.00016092,0.01068917],"genre_scores_gemma":[0.9885004,0.005022,0.0009808039,0.002902091,0.0008783183,0.00003200428,0.0001714147,0.00001443064,0.001498528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001852485,"threshold_uncertainty_score":0.005252421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02505982556326568,"score_gpt":0.3077107147100057,"score_spread":0.28265088914674,"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."}}