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 …

[HTML][HTML] Predictive modeling for readmission to intensive care: a systematic review

MM Ruppert, TJ Loftus, C Small, H Li… - Critical Care …, 2023 - journals.lww.com
OBJECTIVES: To evaluate the methodologic rigor and predictive performance of models
predicting ICU readmission; to understand the characteristics of ideal prediction models; and …

[HTML][HTML] Benchmarking deep learning architectures for predicting readmission to the ICU and describing patients-at-risk

S Barbieri, J Kemp, O Perez-Concha, S Kotwal… - Scientific reports, 2020 - nature.com
To compare different deep learning architectures for predicting the risk of readmission within
30 days of discharge from the intensive care unit (ICU). The interpretability of attention …

[HTML][HTML] Impact of intensive care unit readmissions on patient outcomes and the evaluation of the national early warning score to prevent readmissions: literature …

H Mcneill, S Khairat - JMIR perioperative medicine, 2020 - periop.jmir.org
Background: Intensive care unit (ICU) readmissions have been shown to increase a patient's
in-hospital mortality and length of stay (LOS). Despite this, no methods have been set in …

[HTML][HTML] National Early Warning Score (NEWS) at ICU discharge can predict early clinical deterioration after ICU transfer

S Uppanisakorn, R Bhurayanontachai, J Boonyarat… - Journal of Critical …, 2018 - Elsevier
Objective This study aims to determine the ability of the National Early Warning Score at ICU
discharge (NEWS dc) to predict the development of clinical deterioration within 24 h …

Nursing workload on the day of discharge from the intensive care unit is associated with readmission

AV Azevedo, TA Tonietto, MM Boniatti - Intensive and Critical Care Nursing, 2022 - Elsevier
Purpose To verify whether there is an association between the Nursing Activities Score
(NAS) on the day of discharge from the intensive care unit and readmission.. Materials and …

Ward nurses' experiences of the discharge process between intensive care unit and general ward

W Kauppi, M Proos, S Olausson - Nursing in critical care, 2018 - Wiley Online Library
Background Intensive care unit (ICU) discharges are challenging practices that carry risks
for patients. Despite the existing body of knowledge, there are still difficulties in clinical …

MR-proADM elevation upon ICU admission predicts the outcome of septic patients and is correlated with upcoming fluid overload

PE Charles, E Péju, A Dantec, R Bruyère… - Shock, 2017 - journals.lww.com
Background: Among septic patients admitted to the intensive care unit (ICU), early
recognition of those with the highest risk of death is of paramount importance. We evaluated …

[HTML][HTML] Nursing activities score at discharge from the intensive care unit is associated with unplanned readmission to the intensive care unit

J Haruna, Y Masuda, H Tatsumi, T Sonoda - Journal of Clinical Medicine, 2022 - mdpi.com
This study evaluated the accuracy of predicting unplanned the intensive care unit (ICU)
readmission using the Nursing Activities Score (NAS) at ICU discharge based on nursing …

Nursing care complexity as a predictor of adverse events in patients transferred from ICU to hospital ward after general surgery

B Güven, S Topçu, E Hamarat, BÖ Özkaya… - Intensive and Critical …, 2024 - Elsevier
Objectives Predicting the likelihood of adverse events following discharge from the intensive
care unit (ICU) can contribute to improving the quality of surgical care. This study aimed to …