Diagnosing hospital bacteraemia in the framework of predictive, preventive and personalised medicine using electronic health records and machine learning classifiers

The evolution of personalized healthcare and the pivotal role of European regions in its implementation

(2021) Christine Nardini et al.   Personalized Medicine

Making a complex dental care tailored to the person: population health in focus of predictive, preventive and personalised (3P) medical approach

(2021) V. V. Tachalov et al.   EPMA Journal

The Microbiota in Hematologic Malignancies

(2020) Yajing Song et al.   CURRENT TREATMENT OPTIONS IN ONCOLOGY

Bacteremia and Blood Culture Utilization During COVID-19 Surge in New York City

(2020) Jorge Sepulveda et al.   JOURNAL OF CLINICAL MICROBIOLOGY

Co-infections among patients with COVID-19: The need for combination therapy with non-anti-SARS-CoV-2 agents?

(2020) Chih-Cheng Lai et al.   JOURNAL OF MICROBIOLOGY IMMUNOLOGY AND INFECTION

Predicting the causative pathogen among children with osteomyelitis using Bayesian networks – improving antibiotic selection in clinical practice

(2020) Yue Wu et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Staphylococcus aureus Lipase 1 Enhances Influenza A Virus Replication

(2020) Mariya I. Goncheva et al.   mBio

10th Anniversary of the European Association for Predictive, Preventive and Personalised (3P) Medicine - EPMA World Congress Supplement 2020

(2020) Olga Golubnitschaja et al.   EPMA Journal

EKNN: Ensemble classifier incorporating connectivity and density into kNN with application to cancer diagnosis

(2020) Mohamed A. Mahfouz et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Innate immunity and oral microbiome: a personalized, predictive, and preventive approach to the management of oral diseases

(2019) Jack C. Yu et al.   EPMA Journal

Developing prediction models for clinical use using logistic regression: an overview

(2019) Maren E. Shipe et al.   Journal of Thoracic Disease

Accurate prediction of potential druggable proteins based on genetic algorithm and Bagging-SVM ensemble classifier

(2019) Jianying Lin et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Critical factors in the recovery of pathogenic microorganisms in blood

(2019) M.L. Wilson   CLINICAL MICROBIOLOGY AND INFECTION

Prognostic and predictive enrichment in sepsis

(2019) Natalja L. Stanski et al.   Nature Reviews Nephrology

Early Detection of Bacteraemia Using Ten Clinical Variables with an Artificial Neural Network Approach

(2019) Kyoung Hwa Lee et al.   Journal of Clinical Medicine

Bayesian averaging over Decision Tree models for trauma severity scoring

(2018) V. Schetinin et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

MuDeRN: Multi-category classification of breast histopathological image using deep residual networks

(2018) Ziba Gandomkar et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Rapid and cost-effective identification and antimicrobial susceptibility testing in patients with Gram-negative bacteremia directly from blood-culture fluid

(2018) Christina Sakarikou et al.   JOURNAL OF MICROBIOLOGICAL METHODS

Assessment of Global Incidence and Mortality of Hospital-treated Sepsis. Current Estimates and Limitations

(2016) Carolin Fleischmann et al.   AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE

Building interpretable predictive models for pediatric hospital readmission using Tree-Lasso logistic regression

(2016) Milos Jovanovic et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Nearest neighbor imputation algorithms: a critical evaluation

(2016) Lorenzo Beretta et al.   BMC Medical Informatics and Decision Making

Culture if spikes? Indications and yield of blood cultures in hospitalized medical patients

(2016) Katherine Linsenmeyer et al.   Journal of Hospital Medicine

Diagnosis and treatment of bacteremia and endocarditis due to Staphylococcus aureus. A clinical guideline from the Spanish Society of Clinical Microbiology and Infectious Diseases (SEIMC)

(2015) Francesc Gudiol et al.   ENFERMEDADES INFECCIOSAS Y MICROBIOLOGIA CLINICA

Bacteremia in children: epidemiology, clinical diagnosis and antibiotic treatment

(2015) Sumita Pai et al.   Expert Review of Anti-Infective Therapy

Bacteremia prediction model using a common clinical test in patients with community-acquired pneumonia

(2014) Jungyoup Lee et al.   AMERICAN JOURNAL OF EMERGENCY MEDICINE

Population-Based Epidemiology and Microbiology of Community-Onset Bloodstream Infections

(2014) Kevin B. Laupland et al.   CLINICAL MICROBIOLOGY REVIEWS

A Risk Prediction Model for Screening Bacteremic Patients: A Cross Sectional Study

(2014) Franz Ratzinger et al.   PLoS One

Predictive, Preventive and Personalised Medicine as the hardcore of ‘Horizon 2020’: EPMA position paper

(2014) Olga Golubnitschaja et al.   EPMA Journal

The Inevitable Application of Big Data to Health Care

(2013) Travis B. Murdoch et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Diagnostic and prognostic prediction models

(2013) J. M. T. Hendriksen et al.   JOURNAL OF THROMBOSIS AND HAEMOSTASIS

MissForest--non-parametric missing value imputation for mixed-type data

(2011) D. J. Stekhoven et al.   BIOINFORMATICS

Predicting disease risks from highly imbalanced data using random forest

(2011) Mohammed Khalilia et al.   BMC Medical Informatics and Decision Making

Factors associated with positive blood cultures in outpatients with suspected bacteremia

(2011) K. Wildi et al.   EUROPEAN JOURNAL OF CLINICAL MICROBIOLOGY & INFECTIOUS DISEASES

Clinical Impact of Blood Cultures Contaminated with Coagulase-Negative Staphylococci at an Academic Medical Center

(2011) Yuri F. van der Heijden et al.   INFECTION CONTROL AND HOSPITAL EPIDEMIOLOGY

Clinical and economic impact of contaminated blood cultures within the hospital setting

(2011) Y.M. Alahmadi et al.   JOURNAL OF HOSPITAL INFECTION

The Clinical and Prognostic Importance of Positive Blood Cultures in Adults

(2010) Brian C. Pien et al.   AMERICAN JOURNAL OF MEDICINE

Artificial Intelligence Techniques for Colorectal Cancer Drug Metabolism: Ontologies and Complex Networks

(2010) Marcos Martinez-Romero et al.   CURRENT DRUG METABOLISM

Predicting Bacteremia among Patients Hospitalized for Skin and Skin-Structure Infections: Derivation and Validation of a Risk Score

(2010) Benjamin A. Lipsky et al.   INFECTION CONTROL AND HOSPITAL EPIDEMIOLOGY

A comparison of random forest and its Gini importance with standard chemometric methods for the feature selection and classification of spectral data

(2009) Bjoern H Menze et al.   BMC BIOINFORMATICS

Predominant Role of Bacterial Pneumonia as a Cause of Death in Pandemic Influenza: Implications for Pandemic Influenza Preparedness

(2008) David M. Morens et al.   JOURNAL OF INFECTIOUS DISEASES

Peripheral blood culture contamination in adults and venepuncture technique: prospective cohort study

(2007) A Qamruddin et al.   JOURNAL OF CLINICAL PATHOLOGY