Prediction of early unplanned intensive care unit readmission in a UK tertiary care hospital: a cross-sectional machine learning approach
Objectives Unplanned readmissions to the intensive care unit (ICU) are highly undesirable,
increasing variance in care, making resource planning difficult and potentially increasing …
increasing variance in care, making resource planning difficult and potentially increasing …
Predicting intensive care unit readmission with machine learning using electronic health record data
JC Rojas, KA Carey, DP Edelson… - Annals of the …, 2018 - atsjournals.org
Rationale: Patients transferred from the intensive care unit to the wards who are later
readmitted to the intensive care unit have increased length of stay, healthcare expenditure …
readmitted to the intensive care unit have increased length of stay, healthcare expenditure …
Prediction of ICU readmissions using data at patient discharge
Unplanned readmissions to ICU contribute to high health care costs and poor patient
outcomes. 6-7% of all ICU cases see a readmission within 72 hours. Machine learning …
outcomes. 6-7% of all ICU cases see a readmission within 72 hours. Machine learning …
[HTML][HTML] Analysis and prediction of unplanned intensive care unit readmission using recurrent neural networks with long short-term memory
Background Unplanned readmission of a hospitalized patient is an indicator of patients'
exposure to risk and an avoidable waste of medical resources. In addition to hospital …
exposure to risk and an avoidable waste of medical resources. In addition to hospital …
Predicting risk of unplanned hospital readmission in survivors of critical illness: a population-level cohort study
NI Lone, R Lee, L Salisbury, E Donaghy, P Ramsay… - Thorax, 2019 - thorax.bmj.com
Background Intensive care unit (ICU) survivors experience high levels of morbidity after
hospital discharge and are at high risk of unplanned hospital readmission. Identifying those …
hospital discharge and are at high risk of unplanned hospital readmission. Identifying those …
[HTML][HTML] Early prediction of ICU readmissions using classification algorithms
M Loreto, T Lisboa, VP Moreira - Computers in biology and medicine, 2020 - Elsevier
Context: Determining which patients are ready for discharge from an Intensive Care Unit
(ICU) presents a huge challenge, as ICU readmissions are associated with several negative …
(ICU) presents a huge challenge, as ICU readmissions are associated with several negative …
[HTML][HTML] Predicting readmission or death after discharge from the ICU: external validation and retraining of a machine learning model
OBJECTIVES: Many machine learning (ML) models have been developed for application in
the ICU, but few models have been subjected to external validation. The performance of …
the ICU, but few models have been subjected to external validation. The performance of …
[HTML][HTML] Explainable machine-learning model for prediction of in-hospital mortality in septic patients requiring intensive care unit readmission
C Hu, L Li, Y Li, F Wang, B Hu, Z Peng - Infectious Diseases and Therapy, 2022 - Springer
Introduction Septic patients requiring intensive care unit (ICU) readmission are at high risk of
mortality, but research focusing on the association of ICU readmission due to sepsis and …
mortality, but research focusing on the association of ICU readmission due to sepsis and …
[HTML][HTML] Comparison of unplanned intensive care unit readmission scores: a prospective cohort study
RG Rosa, C Roehrig, RP Oliveira, JG Maccari… - PloS one, 2015 - journals.plos.org
Purpose Early discharge from the intensive care unit (ICU) may constitute a strategy of
resource consumption optimization; however, unplanned readmission of hospitalized …
resource consumption optimization; however, unplanned readmission of hospitalized …
[HTML][HTML] Explainable machine learning on AmsterdamUMCdb for ICU discharge decision support: uniting intensivists and data scientists
PJ Thoral, M Fornasa, DP de Bruin… - Critical care …, 2021 - journals.lww.com
Objectives: Unexpected ICU readmission is associated with longer length of stay and
increased mortality. To prevent ICU readmission and death after ICU discharge, our team of …
increased mortality. To prevent ICU readmission and death after ICU discharge, our team of …