ECMO PAL: using deep neural networks for survival prediction in venoarterial extracorporeal membrane oxygenation
ESICM Talk6 Mars 2024

ECMO PAL: using deep neural networks for survival prediction in venoarterial extracorporeal membrane oxygenation

VA-ECMO outcome scores have been previously developed and used extensively for risk adjustment, patient prognostication, and quality control across time and centres. The limitation of such scores is the derivation by using traditional statistical methods which are not capable of covering the complexity of ECMO outcomes. The Extracorporeal Life Support Organization Member Centres have developed a study where they aimed to leverage a large international patient cohort to develop and validate an AI-driven tool for predicting in-hospital mortality of VA-ECMO. The tool was derived entirely from pre-ECMO variables, allowing for mortality prediction immediately after ECMO initiation.

To learn more about this study listen to the podcast.

Avsnitt(90)

When to initiate RRT?

When to initiate RRT?

Acute kidney injury is common in critically ill patients, and 10-15% of ICU patients receive renal replacement therapy (RRT). The timing of therapy initiation is limited by heterogeneity, but until 10...

7 Sep 202246min

Frailty and the COVIP study

Frailty and the COVIP study

Over the last few years, the assessment of frailty at admission to the ICU has become increasingly popular. Frailty is also considered one of the potential prognostic indicators in patients with COVID...

31 Aug 202225min

Clinical course of children with acute liver failure admitted to the ICU

Clinical course of children with acute liver failure admitted to the ICU

A recent outbreak of acute non-A-E hepatitis with serum transaminases greater than 500 IU/L identified in children under 16 years reported in the United Kingdom (UK) has become a serious cause for con...

24 Aug 202227min

Echocardiography findings in COVID-19 patients admitted to ICU

Echocardiography findings in COVID-19 patients admitted to ICU

The ECHO-COVID study investigated the effects on cardiac function in critically ill COVID -19 patients. The primary aim of this study was to investigate the incidences and patterns of left and right v...

22 Juni 202221min

Results from the UNITE-COVID study

Results from the UNITE-COVID study

The European Society of Intensive Care Medicine (ESICM), initiated a study to describe the extent of the COVID-19 ICU surge worldwide and the clinical characteristics, management, and outcomes of crit...

15 Juni 202212min

Bullets in haemodynamics

Bullets in haemodynamics

The haemodynamic instability most patients present in the ICU may lead to organ dysfunction, deterioration into multi-organ failure, and eventually death. Proper medical management is essential to pre...

8 Juni 202239min

The brain in paediatric critical care

The brain in paediatric critical care

The practice of neurocritical care for children with injured or vulnerable brains entails clinical assessment, a range of monitoring methods within the paediatric intensive care unit (PICU), and the f...

1 Juni 202226min

The role of acute hypercapnia on mortality and short-term physiology in patients mechanically ventilated for ARDS

The role of acute hypercapnia on mortality and short-term physiology in patients mechanically ventilated for ARDS

Recent evidence suggests that acute hypercapnia could have harmful physiological and clinical effects in patients with ARDS, particularly impacting the haemodynamic system. A review and meta-analysis ...

25 Maj 202211min

Populärt inom Business & ekonomi

badfluence
framgangspodden
varvet
rss-jossan-nina
uppgang-och-fall
rss-borsens-finest
avanzapodden
rss-svart-marknad
fill-or-kill
rss-kort-lang-analyspodden-fran-di
bathina-en-podcast
rss-dagen-med-di
24fragor
tabberaset
lastbilspodden
borsmorgon
rss-inga-dumma-fragor-om-pengar
dynastin
svd-tech-brief
loungepodden