Interpretable machine learning for early prediction of prognosis in sepsis: a discovery and validation study

C Hu, L Li, W Huang, T Wu, Q Xu, J Liu… - Infectious diseases and …, 2022 - Springer
… of machine-learning approaches for early predicting prognosis in patients with sepsis. …
clinical features for early prediction of in-hospital mortality in critically ill patients with sepsis. The …

Early prediction of sepsis based on machine learning algorithm

X Zhao, W Shen, G Wang - Computational Intelligence and …, 2021 - Wiley Online Library
… This study is more interested in finding rules to predict early sepsis from the changes in
specific physiological data, and they are eliminated to avoid being interfered. Patients with sepsis

Early prediction of mortality, severity, and length of stay in the intensive care unit of sepsis patients based on sepsis 3.0 by machine learning models

L Su, Z Xu, F Chang, Y Ma, S Liu, H Jiang… - Frontiers in …, 2021 - frontiersin.org
… Another study also supported our conclusion using a RF classifier to predict sepsis and
septic shock (13). In addition, we can also predict which sepsis patients needed longer ICU …

Sepsis prediction, early detection, and identification using clinical text for machine learning: a systematic review

MY Yan, LT Gustad, Ø Nytrø - Journal of the American Medical …, 2022 - academic.oup.com
… -associated infections mentioning sepsis. However, to … sepsis prediction, early detection,
or identification; this makes it challenging to assess and utilize text in future ML and NLP sepsis

Machine learning models for early prediction of sepsis on large healthcare datasets

JE Camacho-Cogollo, I Bonet, B Gil, E Iadanza - Electronics, 2022 - mdpi.com
… models for sepsis early prediction on the large healthcare datasets, following the sepsis-3 …
motivator for implementing these ensemble models for early sepsis prediction in ICU cases. …

Prediction modelling in the early detection of neonatal sepsis

P Sahu, EA Raj Stanly, LE Simon Lewis… - World Journal of …, 2022 - Springer
Prediction modelling can … sepsis diagnosis. The main objective of the study was to provide
a complete picture of performance of prediction models for early detection of neonatal sepsis. …

[HTML][HTML] Are there new approaches for diagnosis, therapy guidance and outcome prediction of sepsis?

D Kojic, BH Siegler, F Uhle, C Lichtenstern… - World journal of …, 2015 - ncbi.nlm.nih.gov
… the identification of patients with sepsis in comparison to … early predictor for survival in
patients with septic shock. Hopefully, these findings will help to improve early recognition of sepsis. …

Artificial intelligence in sepsis early prediction and diagnosis using unstructured data in healthcare

KH Goh, L Wang, AYK Yeow, H Poh, K Li… - Nature …, 2021 - nature.com
… in prediction when we are focusing on early prediction between 12 and 48 h prior to sepsis
as the … that can be measured by the structured sepsis variables. Our model suggests that the …

Early prediction of sepsis from clinical data using ratio and power-based features

N Nesaragi, S Patidar - Critical care medicine, 2020 - journals.lww.com
Early prediction of sepsis is of utmost importance to provide optimal care at an early stage.
This … to deploy soft-computing and machine learning techniques for early prediction of sepsis. …

Early warning scores do not accurately predict mortality in sepsis: a meta-analysis and systematic review of the literature

F Hamilton, D Arnold, A Baird, M Albur, P Whiting - Journal of Infection, 2018 - Elsevier
… This review suggests that EWS cannot be used to predict who will or will not die in patients
with sepsis, although the quality of studies was poor. This is important for two reasons. Firstly, …