Cargando…

Development and Validation of Deep-Learning-Based Sepsis and Septic Shock Early Prediction System (DeepSEPS) Using Real-World ICU Data

Background: Successful sepsis treatment depends on early diagnosis. We aimed to develop and validate a system to predict sepsis and septic shock in real time using deep learning. Methods: Clinical data were retrospectively collected from electronic medical records (EMRs). Data from 2010 to 2019 were...

Descripción completa

Detalles Bibliográficos
Autores principales:	Kim, Taehwa, Tae, Yunwon, Yeo, Hye Ju, Jang, Jin Ho, Cho, Kyungjae, Yoo, Dongjoon, Lee, Yeha, Ahn, Sung-Ho, Kim, Younga, Lee, Narae, Cho, Woo Hyun
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	MDPI 2023
Materias:	Article
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10672000/ https://www.ncbi.nlm.nih.gov/pubmed/38002768 http://dx.doi.org/10.3390/jcm12227156

Ejemplares similares

Early prediction of need for invasive mechanical ventilation in the neonatal intensive care unit using artificial intelligence and electronic health records: a clinical study
por: Kim, Younga, et al.
Publicado: (2023)

Compliance with SEP-1 guidelines is associated with improved outcomes for septic shock but not for severe sepsis
por: Sloan, Shelly N.B., et al.
Publicado: (2022)

Deep Learning in the Medical Domain: Predicting Cardiac Arrest Using Deep Learning
por: Lee, Youngnam, et al.
Publicado: (2018)

LiSep LSTM: A Machine Learning Algorithm for Early Detection of Septic Shock
por: Fagerström, Josef, et al.
Publicado: (2019)

Epidemiology, management, and outcome of infection, sepsis, and septic shock in a German emergency department (EpiSEP study)
por: Wolfertz, Nicole, et al.
Publicado: (2022)

Multicenter validation of a deep-learning-based pediatric early-warning system for prediction of deterioration events
por: Shin, Yunseob, et al.
Publicado: (2022)

Delayed admission to the ICU increases mortality in septic shock
por: Cardoso, LTQ, et al.
Publicado: (2009)

Risk factors and outcomes of sepsis-induced myocardial dysfunction and stress-induced cardiomyopathy in sepsis or septic shock: A comparative retrospective study
por: Jeong, Han Saem, et al.
Publicado: (2018)

Evaluation of the cost of severe sepsis and septic shock in a private ICU in Brazil
por: Velasco, M Borges, et al.
Publicado: (2015)

An Algorithm Based on Deep Learning for Predicting In‐Hospital Cardiac Arrest
por: Kwon, Joon‐myoung, et al.
Publicado: (2018)

Comparison of demographics and outcomes of patients with severe sepsis admitted to the ICU with or without septic shock
por: Menezes, Bárbara Magalhães, et al.
Publicado: (2013)

Outcome and mortality risk factors of patients presenting to the ICU with severe sepsis and septic shock
por: Bhurayanontachai, R, et al.
Publicado: (2008)

Lactate as a prognostic marker in patients with severe sepsis or septic shock admitted to the ICU
por: Rocha, LL, et al.
Publicado: (2013)

Outcomes in patients with severe sepsis or septic shock with a urinary source of infection in the ICU
por: Pérez Pérez, ML, et al.
Publicado: (2015)

ICU-Mortality in Old and Very Old Patients Suffering From Sepsis and Septic Shock
por: Bruno, Raphael Romano, et al.
Publicado: (2021)

Clinical usefulness of biomarkers for diagnosis and prediction of prognosis in sepsis and septic shock
por: Lee, Jae Ha, et al.
Publicado: (2022)

Data-driven discovery of a novel sepsis pre-shock state predicts impending septic shock in the ICU
por: Liu, Ran, et al.
Publicado: (2019)

Landiolol in patients with septic shock resident in an intensive care unit (LANDI-SEP): study protocol for a randomized controlled trial
por: Unger, Martin, et al.
Publicado: (2018)

Deep Vein Thrombosis Complicated by Spontaneous Iliopsoas Hematoma in Patient with Septic Shock
por: Butt, Muhammad Umer, et al.
Publicado: (2017)

Predictors of mortality in patients with severe sepsis or septic shock in the ICU of a public teaching hospital
por: de Oliveira, Argenil José Assis, et al.
Publicado: (2013)

Reproducibility of the low-dose corticotropin (ACTH) stimulation test in ICU patients with sepsis and/or septic shock
por: Dimopoulou, I, et al.
Publicado: (2006)

Low cardiac function index predicts ICU mortality in patients with severe sepsis or septic shock
por: Ritter, S, et al.
Publicado: (2008)

Use of plasma protein fraction in patients with septic shock admitted to the ICU
por: Juneja, D, et al.
Publicado: (2011)

Preclinical septic shock research: why we need an animal ICU
por: Guillon, Antoine, et al.
Publicado: (2019)

Underweight is associated with mortality in patients with severe sepsis and septic shock
por: Lee, SM, et al.
Publicado: (2015)

Usefulness of ischemia-modified albumin in the diagnosis of sepsis/septic shock in the emergency department
por: Choo, Seung Hwa, et al.
Publicado: (2020)

Septic Shock
por: Kim, Kyuseok, et al.
Publicado: (2018)

Six potential biomarkers in septic shock: a deep bioinformatics and prospective observational study
por: Kong, Chang, et al.
Publicado: (2023)

Deep Learning–Based Algorithm for Detecting Aortic Stenosis Using Electrocardiography
por: Kwon, Joon‐Myoung, et al.
Publicado: (2020)

Effect of myocardial preservation of early goal-directed therapy on severe sepsis/septic shock patients in the ICU
por: Cai, GL, et al.
Publicado: (2010)

Extracorporeal membrane oxygenation support for refractory septic shock in liver transplantation recipients
por: Lee, Kyo Won, et al.
Publicado: (2017)

Validation of deep-learning-based triage and acuity score using a large national dataset
por: Kwon, Joon-myoung, et al.
Publicado: (2018)

Original bundle-based management of septic shock in nagoya university emergency icu
por: Matsuda, N, et al.
Publicado: (2015)

Mottling score and skin temperature in septic shock: Relation and impact on prognosis in ICU
por: Ferraris, Arnaud, et al.
Publicado: (2018)

Pulmonary infections prime the development of subsequent ICU-acquired pneumonia in septic shock
por: Llitjos, Jean-François, et al.
Publicado: (2019)

Veno–veno–arterial extracorporeal membrane oxygenation treatment in patients with severe acute respiratory distress syndrome and septic shock
por: Yeo, Hye Ju, et al.
Publicado: (2016)

A Zinc–Bromine Battery with Deep Eutectic Electrolytes
por: Heo, Jiyun, et al.
Publicado: (2022)

Severe Sepsis and Septic Shock
por: Opal, Steven M.
Publicado: (2008)

Effects on outcome of patients with severe sepsis and septic shock admitted to the ICU after implementation cooperative sepsis management protocol
por: Champunot, R, et al.
Publicado: (2012)

Development and validation of a deep-learning-based pediatric early warning system: A single-center study
por: Park, Seong Jong, et al.
Publicado: (2022)

Cannot write session to /tmp/vufind_sessions/sess_u7on27i8910jdu9ajet1qdbcdk