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 …
[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 …
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 …
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 …
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 …
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 …
(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 …
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 …
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 …
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
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 …
care unit (ICU) can contribute to improving the quality of surgical care. This study aimed to …