4.6 Article

Massive external validation of a machine learning algorithm to predict pulmonary embolism in hospitalized patients

相关参考文献

注意:仅列出部分参考文献,下载原文获取全部文献信息。
Article Cardiac & Cardiovascular Systems

Predicting pulmonary embolism among hospitalized patients with machine learning algorithms

Logan Ryan et al.

Summary: A machine learning algorithm was developed to identify patients at risk of pulmonary embolisms before clinical detection, with the XGBoost model demonstrating the strongest performance. This algorithm has the potential to improve patient outcomes through earlier recognition and prediction of pulmonary embolisms.

PULMONARY CIRCULATION (2022)

Article Urology & Nephrology

Convolutional Neural Network Model for Intensive Care Unit Acute Kidney Injury Prediction

Sidney Le et al.

Summary: This study successfully predicted the onset of acute kidney injury in patients using a machine learning algorithm and patient electronic health record data. The algorithm outperformed other prediction models and showed superior performance in predicting AKI 48 hours before onset, without reliance on serum creatinine measurements.

KIDNEY INTERNATIONAL REPORTS (2021)

Article Oncology

A machine learning approach to predicting risk of myelodysplastic syndrome

Ashwath Radhachandran et al.

Summary: The study successfully predicted whether patients would be diagnosed with MDS in the next year using a machine learning algorithm. The method demonstrated high accuracy and sensitivity, offering potential for early MDS diagnosis and more appropriate treatment.

LEUKEMIA RESEARCH (2021)

Article Medicine, General & Internal

Predicting ventilator-associated pneumonia with machine learning

Christine Giang et al.

Summary: Machine learning models trained on electronic health record data showed promising performance in predicting the diagnosis of VAP in ICU patients. Key features for predicting VAP included length of mechanical ventilation, presence of antibiotics, sputum test frequency, and the most recent Glasgow Coma Scale assessment. Further validation is needed to assess the potential of supervised ML for timely VAP diagnosis.

MEDICINE (2021)

Article Medicine, General & Internal

External Validation of a Widely Implemented Proprietary Sepsis Prediction Model in Hospitalized Patients

Andrew Wong et al.

Summary: The study evaluated the Epic Sepsis Model (ESM) in predicting sepsis and found that it had poor discrimination and calibration. The widespread use of ESM despite its poor performance raises concerns about sepsis management nationally.

JAMA INTERNAL MEDICINE (2021)

Article Surgery

Evaluating time to treatment and in-hospital outcomes of pulmonary embolism response teams

Clay P. Wiske et al.

JOURNAL OF VASCULAR SURGERY-VENOUS AND LYMPHATIC DISORDERS (2020)

Article Medicine, General & Internal

Internal and External Validation of a Machine Learning Risk Score for Acute Kidney Injury

Matthew M. Churpek et al.

JAMA NETWORK OPEN (2020)

Article Critical Care Medicine

Supervised machine learning for the early prediction of acute respiratory distress syndrome (ARDS)

Sidney Le et al.

JOURNAL OF CRITICAL CARE (2020)

Article Multidisciplinary Sciences

Risk of Venous Thromboembolism after New Onset Heart Failure

Nathaniel R. Smilowitz et al.

SCIENTIFIC REPORTS (2019)

Article Respiratory System

Obesity is strongly and independently associated with a higher prevalence of pulmonary embolism

Mohammad Reza Movahed et al.

RESPIRATORY INVESTIGATION (2019)

Review Hematology

Managing thrombosis in cancer patients

Tzu-Fei Wang et al.

RESEARCH AND PRACTICE IN THROMBOSIS AND HAEMOSTASIS (2018)

Article Health Care Sciences & Services

Limitations of pulmonary embolism ICD-10 codes in emergency department administrative data: let the buyer beware

Kristin Burles et al.

BMC MEDICAL RESEARCH METHODOLOGY (2017)

Article Health Care Sciences & Services

Incidences and variations of hospital acquired venous thromboembolism in Australian hospitals: a population-based study

Hassan Assareh et al.

BMC HEALTH SERVICES RESEARCH (2016)

Article Biology

A computational approach to early sepsis detection

Jacob S. Calvert et al.

COMPUTERS IN BIOLOGY AND MEDICINE (2016)

Editorial Material Cardiac & Cardiovascular Systems

The Wells rule is not accurate in hospitalized patients

Walter Ageno

NATURE REVIEWS CARDIOLOGY (2015)

Review Medicine, General & Internal

Diagnosis and management of pulmonary embolism in the elderly

Helia Robert-Ebadi et al.

EUROPEAN JOURNAL OF INTERNAL MEDICINE (2014)

Article Cardiac & Cardiovascular Systems

Pulmonary embolism in intensive care unit: Predictive factors, clinical manifestations and outcome

Mabrouk Bahloul et al.

ANNALS OF THORACIC MEDICINE (2010)

Article Health Care Sciences & Services

ICD-10 hospital discharge diagnosis codes were sensitive for identifying pulmonary embolism but not deep vein thrombosis

Pierre Casez et al.

JOURNAL OF CLINICAL EPIDEMIOLOGY (2010)

Editorial Material Cardiac & Cardiovascular Systems

Pulmonary embolism in heart failure

Gregory Piazza et al.

CIRCULATION (2008)

Review Medicine, General & Internal

Medical progress: Acute pulmonary embolism

Victor F. Tapson

NEW ENGLAND JOURNAL OF MEDICINE (2008)

Article Medicine, General & Internal

Prediction of pulmonary embolism in the emergency department: The revised Geneva score

G Le Gal et al.

ANNALS OF INTERNAL MEDICINE (2006)

Article Critical Care Medicine

Derivation and validation of a prognostic model for pulmonary embolism

D Aujesky et al.

AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE (2005)

Article Medicine, General & Internal

Obesity as a risk factor in venous thromboembolism

PD Stein et al.

AMERICAN JOURNAL OF MEDICINE (2005)

Article Medicine, General & Internal

Thrombosis risk assessment as a guide to quality patient care

JA Caprini

DM DISEASE-A-MONTH (2005)

Article Statistics & Probability

Regularization and variable selection via the elastic net

H Zou et al.

JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY (2005)