{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00116642,0.0002719569,0.001642384,0.001032884,0.00004321366,0.00002688426,0.00005906368,0.00008510902,0.00005880869],"category_scores_gemma":[0.0002252792,0.0002016195,0.001501043,0.0009226144,0.00009552007,0.0001825441,0.0000345889,0.0001995341,0.00001772627],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003599724,"about_ca_system_score_gemma":0.0003124117,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001833713,"about_ca_topic_score_gemma":0.00001706018,"domain_scores_codex":[0.997009,0.0004266319,0.0008957653,0.0002480373,0.0008747662,0.0005458435],"domain_scores_gemma":[0.9977384,0.0008646294,0.0004066919,0.0003100093,0.0004113013,0.0002690272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006844315,0.0009124595,0.8491518,0.0002334986,0.002251091,0.01802535,0.0007987832,0.001201348,0.0001000042,0.00007198578,0.05452656,0.0720427],"study_design_scores_gemma":[0.002896182,0.002557488,0.6849861,0.001428006,0.0009250437,0.01005637,0.00215058,0.00001299516,0.01097166,0.00006616885,0.2835152,0.0004341817],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994871,0.001632706,0.00002651723,0.0004901544,0.0006042767,0.0003935381,0.00004413219,0.00003410301,0.001903636],"genre_scores_gemma":[0.9968133,0.002208692,0.0001608145,0.00007722592,0.0005943318,0.00005894374,0.00002834242,0.00004367366,0.00001466249],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2289887,"threshold_uncertainty_score":0.8221806,"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."}}