Machine learning models for prediction of invasion Klebsiella pneumoniae liver abscess syndrome in diabetes mellitus: a singled centered retrospective study

[1]  Tijing Cai,et al.  Gravity-Matching Algorithm Based on K-Nearest Neighbor , 2022, Sensors.

[2]  Jingye Cai,et al.  Medical image segmentation model based on triple gate MultiLayer perceptron , 2022, Scientific Reports.

[3]  Z. Chang,et al.  Development and validation of a prediction model based on clinical and CT features for invasiveness of K. pneumoniae liver abscess , 2022, European Radiology.

[4]  Chenjing Zhang,et al.  Klebsiella pneumoniae invasion syndrome: a case of liver abscess combined with lung abscess, endophthalmitis, and brain abscess , 2022, The Journal of international medical research.

[5]  C. Sokol,et al.  A decision tree model for neuroimmune guidance of allergic immunity , 2021, Immunology and cell biology.

[6]  Min Peng,et al.  Clinical features and development of Sepsis in Klebsiella pneumoniae infected liver abscess patients: a retrospective analysis of 135 cases , 2021, BMC Infectious Diseases.

[7]  Kai Wang,et al.  Predicting 30-days mortality for MIMIC-III patients with sepsis-3: a machine learning approach using XGboost , 2020, Journal of translational medicine.

[8]  Rahul D. Pawar,et al.  Variation in SOFA (Sequential Organ Failure Assessment) Score Performance in Different Infectious States , 2020, Journal of intensive care medicine.

[9]  Conglei Li,et al.  Crosstalk Between Platelets and Microbial Pathogens , 2020, Frontiers in Immunology.

[10]  Hui-Min Song,et al.  Analysis of the clinical characteristics of 202 patients with liver abscess associated with diabetes mellitus and biliary tract disease , 2020, The Journal of international medical research.

[11]  S. Surani,et al.  Invasive liver abscess syndrome caused by Klebsiella pneumoniae: first Tanzanian experience , 2020, The Pan African medical journal.

[12]  Shuhua Zheng,et al.  Klebsiella pneumoniae invasive syndrome in a diabetic patient with gallbladder abscess , 2020, Clinical case reports.

[13]  Chengliang Zhao,et al.  Diagnostic and prognostic nomograms for bone metastasis in hepatocellular carcinoma , 2020, BMC Cancer.

[14]  Rongqian Wu,et al.  Clinical Features and Prognosis of Gas-Forming and Non-Gas-Forming Pyogenic Liver Abscess: A Comparative Study. , 2020, Surgical infections.

[15]  Hugh Chen,et al.  From local explanations to global understanding with explainable AI for trees , 2020, Nature Machine Intelligence.

[16]  G. Gores,et al.  Primary Sclerosing Cholangitis Risk Estimate Tool (PREsTo) Predicts Outcomes of the Disease: A Derivation and Validation Study Using Machine Learning , 2020, Hepatology.

[17]  J. Sohn,et al.  Characteristics of Klebsiella pneumoniae Isolates from Stool Samples of Patients with Liver Abscess Caused by Hypervirulent K. pneumoniae , 2019, Journal of Korean medical science.

[18]  Shenglong Zhou,et al.  Support Vector Machine Classifier via $L_{0/1}$L0/1, 2019, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[19]  Xiucai Zhang,et al.  Clinical, microbiological, and molecular epidemiological characteristics of Klebsiella pneumoniae-induced pyogenic liver abscess in southeastern China , 2019, Antimicrobial Resistance & Infection Control.

[20]  Jianxin Pan,et al.  Tuning model parameters in class‐imbalanced learning with precision‐recall curve , 2018, Biometrical journal. Biometrische Zeitschrift.

[21]  Seok-Gu Kang,et al.  Radiomic MRI Phenotyping of Glioblastoma: Improving Survival Prediction. , 2018, Radiology.

[22]  Jie Peng,et al.  A comparison of pyogenic liver abscess in patients with or without diabetes: a retrospective study of 246 cases , 2018, BMC Gastroenterology.

[23]  K. Malecki,et al.  Using recursive feature elimination in random forest to account for correlated variables in high dimensional data , 2018, BMC Genetics.

[24]  J. Jun Klebsiella pneumoniae Liver Abscess , 2018, Infection & chemotherapy.

[25]  Henry E. Wang,et al.  Sequential Organ Failure Assessment Component Score Prediction of In-hospital Mortality From Sepsis , 2018, Journal of intensive care medicine.

[26]  G. Boccia,et al.  Sepsis and septic shock: New definitions, new diagnostic and therapeutic approaches. , 2017, Journal of global antimicrobial resistance.

[27]  Katsuya Chinen Klebsiella pneumoniae liver abscess , 2017, Journal of general and family medicine.

[28]  W. Meurer,et al.  Logistic Regression Diagnostics: Understanding How Well a Model Predicts Outcomes , 2017, JAMA.

[29]  H. Bitterman,et al.  Hemoglobin levels and blood transfusion in patients with sepsis in Internal Medicine Departments , 2016, BMC Infectious Diseases.

[30]  Jing-Fu Qiu,et al.  Distribution of common pathogens in patients with pyogenic liver abscess in China: a meta-analysis , 2016, European Journal of Clinical Microbiology & Infectious Diseases.

[31]  M. Radomski,et al.  Sepsis-associated thrombocytopenia. , 2016, Thrombosis research.

[32]  K. Borgwardt,et al.  Machine Learning in Medicine , 2015, Mach. Learn. under Resour. Constraints Vol. 3.

[33]  Armando Carvalho,et al.  Prognostic value of plasma D-dimer level in adults with community-acquired pneumonia: a prospective study. , 2015, Revista portuguesa de pneumologia.

[34]  Takaya Saito,et al.  The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets , 2015, PloS one.

[35]  Tatjana Pejčić,et al.  Role of D-dimer in predicting mortality in patients with community-acquired pneumonia. , 2014, Medicinski glasnik : official publication of the Medical Association of Zenica-Doboj Canton, Bosnia and Herzegovina.

[36]  D. J. Kim,et al.  Liver abscess due to Klebsiella pneumoniae: Risk factors for metastatic infection , 2014, Scandinavian journal of infectious diseases.

[37]  Yi-Tsung Lin,et al.  Klebsiella pneumoniae liver abscess in diabetic patients: association of glycemic control with the clinical characteristics , 2013, BMC Infectious Diseases.

[38]  C. Amadio,et al.  Appearance of Klebsiella Pneumoniae Liver Abscess Syndrome in Argentina: Case Report and Review of Molecular Mechanisms of Pathogenesis , 2011, The open microbiology journal.

[39]  G. Kaplan,et al.  A Population-Based Study of Pyogenic Liver Abscesses in the United States: Incidence, Mortality, and Temporal Trends , 2010, The American Journal of Gastroenterology.

[40]  Luan-Yin Chang,et al.  Pyogenic Liver Abscess as Endemic Disease, Taiwan , 2008, Emerging infectious diseases.

[41]  S. Rigatti Random Forest. , 2017, Journal of insurance medicine.

[42]  S. Park,et al.  Risk factor analysis of invasive liver abscess caused by the K1 serotype Klebsiella pneumoniae , 2008, European Journal of Clinical Microbiology & Infectious Diseases.

[43]  Hilde van der Togt,et al.  Publisher's Note , 2003, J. Netw. Comput. Appl..