Critical care : the official journal of the Critical Care Forum
-
A quantitative assessment of pulmonary edema is important because the clinical severity can range from mild impairment to life threatening. A quantitative surrogate measure, although invasive, for pulmonary edema is the extravascular lung water index (EVLWI) extracted from the transpulmonary thermodilution (TPTD). Severity of edema from chest X-rays, to date is based on the subjective classification of radiologists. In this work, we use machine learning to quantitatively predict the severity of pulmonary edema from chest radiography. ⋯ Deep learning can quantify pulmonary edema as measured by EVLWI with high accuracy.
-
Review Meta Analysis
Diagnostic accuracy of point-of-care ultrasound for shock: a systematic review and meta-analysis.
Circulatory failure is classified into four types of shock (obstructive, cardiogenic, distributive, and hypovolemic) that must be distinguished as each requires a different treatment. Point-of-care ultrasound (POCUS) is widely used in clinical practice for acute conditions, and several diagnostic protocols using POCUS for shock have been developed. This study aimed to evaluate the diagnostic accuracy of POCUS in identifying the etiology of shock. ⋯ The identification of the etiology for each type of shock using POCUS was characterized by high sensitivity and positive likelihood ratios, especially for obstructive shock.
-
Multicenter Study
Prevalence and risk factors of significant persistent pain symptoms after critical care illness: a prospective multicentric study.
Prevalence, risk factors and medical management of persistent pain symptoms after critical care illness have not been thoroughly investigated. ⋯ Persistent pain symptoms were frequent in critical illness survivors and specialized management remained infrequent. Innovative approaches must be developed in the ICU to minimize the consequences of pain.