{"id":"W4385969126","doi":"10.1093/eurheartj/ehad507","title":"Predictors of embolism and death in left-sided infective endocarditis: the European Society of Cardiology EURObservational Research Programme European Infective Endocarditis registry","year":2023,"lang":"en","type":"article","venue":"European Heart Journal","topic":"Infective Endocarditis Diagnosis and Management","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Abbott Vascular; Novartis Pharma; Servier; European Society of Cardiology; Boston Scientific Corporation; Daiichi Sankyo Europe; Sanofi; Gedeon Richter; Bayer; Eli Lilly and Company; Bristol-Myers Squibb; AstraZeneca; Boehringer Ingelheim; Edwards Lifesciences; Amgen; Pfizer; ResMed","keywords":"Medicine; Infective endocarditis; Endocarditis; Cardiology; Internal medicine; Embolism","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":[0.009585091,0.0003485286,0.0008390328,0.0005101601,0.0004046064,0.00009169779,0.0003088712,0.00005653307,0.00002329569],"category_scores_gemma":[0.002109105,0.0002774737,0.0006036314,0.0008827117,0.0006881719,0.0002267265,0.0007047937,0.001591725,0.00005706691],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001910246,"about_ca_system_score_gemma":0.0001832677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006794823,"about_ca_topic_score_gemma":0.000005806266,"domain_scores_codex":[0.9883147,0.008353305,0.0009290077,0.0005734813,0.0009602368,0.0008692024],"domain_scores_gemma":[0.9967066,0.001239462,0.0003842309,0.0005660601,0.0008333427,0.0002703024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002876408,0.0001347856,0.9267768,0.0001318199,0.0009453946,0.001265505,0.002294168,0.0004661106,0.001111159,0.0007656327,0.06055192,0.005527943],"study_design_scores_gemma":[0.002346237,0.0007830216,0.9536487,0.0005198247,0.0001268451,0.001497072,0.0009772619,0.00002857185,0.0001951981,0.000325834,0.03935485,0.0001965412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8886793,0.000423538,0.000223805,0.0004248245,0.0005623327,0.001035566,0.00007235972,0.00009982009,0.1084785],"genre_scores_gemma":[0.9944295,0.002899812,0.0001946602,0.0002676125,0.00195757,0.00002106041,0.00005614164,0.0001262092,0.00004747921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.108431,"threshold_uncertainty_score":0.9999678,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1239716514846925,"score_gpt":0.3575794941060738,"score_spread":0.2336078426213813,"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."}}