[PDF][PDF] Interpretable deep learning framework for predicting all-cause 30-day ICU readmissions
ICU readmissions are costly and most of the early ICU readmissions in the United States are
potentially avoidable. After the US Govts push towards reducing avoidable readmissions …
potentially avoidable. After the US Govts push towards reducing avoidable readmissions …
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 …
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 …
Building prediction models for 30-day readmissions among icu patients using both structured and unstructured data in electronic health records
A Moerschbacher, Z He - 2023 IEEE International Conference …, 2023 - ieeexplore.ieee.org
ICU readmissions are associated with poor outcomes for patients and poor performance of
hospitals. Patients who are readmitted have an increased risk of in-hospital deaths; …
hospitals. Patients who are readmitted have an increased risk of in-hospital deaths; …
Explainable Machine Learning for ICU Readmission Prediction
The intensive care unit (ICU) comprises a complex hospital environment, where decisions
made by clinicians have a high level of risk for the patients' lives. A comprehensive care …
made by clinicians have a high level of risk for the patients' lives. A comprehensive care …
Design and implementation of a deep recurrent model for prediction of readmission in urgent care using electronic health records
T Zebin, TJ Chaussalet - 2019 IEEE conference on …, 2019 - ieeexplore.ieee.org
There has been a steady growth in machine learning research in healthcare, however,
progress is difficult to measure because of the use of different cohorts, task definitions and …
progress is difficult to measure because of the use of different cohorts, task definitions and …
Interpretable machine learning models for hospital readmission prediction: a two-step extracted regression tree approach
Background Advanced machine learning models have received wide attention in assisting
medical decision making due to the greater accuracy they can achieve. However, their …
medical decision making due to the greater accuracy they can achieve. However, their …
HFS‐LightGBM: A machine learning model based on hybrid feature selection for classifying ICU patient readmissions
Compared to patients readmitted to general wards, readmitted patients in the intensive care
unit (ICU) are exposed to higher mortality rates and prolonged hospital stays. Moreover, the …
unit (ICU) are exposed to higher mortality rates and prolonged hospital stays. Moreover, the …
Use of Deep Learning for Continuous Prediction of Mortality for All Admissions in Intensive Care Units
G Zeng, J Zhuang, H Huang, M Tian… - Tsinghua Science …, 2023 - ieeexplore.ieee.org
The mortality rate in the intensive care unit (ICU) is a key metric of hospital clinical quality. To
enhance hospital performance, many methods have been proposed for the stratification of …
enhance hospital performance, many methods have been proposed for the stratification of …
Explainable time-series deep learning models for the prediction of mortality, prolonged length of stay and 30-day readmission in intensive care patients
Y Deng, S Liu, Z Wang, Y Wang, Y Jiang, B Liu - Frontiers in Medicine, 2022 - frontiersin.org
Background In-hospital mortality, prolonged length of stay (LOS), and 30-day readmission
are common outcomes in the intensive care unit (ICU). Traditional scoring systems and …
are common outcomes in the intensive care unit (ICU). Traditional scoring systems and …