Clinical data management systems typically provide caregiver teams with useful information, derived from large, sometimes highly heterogeneous, data sources that are often changing …
Misdosing medications with sensitive therapeutic windows, such as heparin, can place patients at unnecessary risk, increase length of hospital stay, and lead to wasted hospital …
Y Yu, M Li, L Liu, Y Li, J Wang - Big Data Mining and Analytics, 2019 - ieeexplore.ieee.org
The explosion of digital healthcare data has led to a surge of data-driven medical research based on machine learning. In recent years, as a powerful technique for big data, deep …
Reinforcement learning (RL) can assist in medical decision making using patient data collected in electronic health record (EHR) systems. RL, a type of machine learning, can use …
The field of precision medicine explores disease treatments by looking at genetic, socio- environmental, and clinical factors, thus trying to provide a holistic view of a person's health …
M Ghassemi, LA Celi, DJ Stone - Annual Update in Intensive Care and …, 2015 - Springer
Many recent articles highlight the data revolution in healthcare, an offshoot of the vast amount of digital medical information that has now accumulated in electronic medical …
G Carra, JIF Salluh, FJ da Silva Ramos… - Journal of critical care, 2020 - Elsevier
The digitalization of the Intensive Care Unit (ICU) led to an increasing amount of clinical data being collected at the bedside. The term “Big Data” can be used to refer to the analysis of …
SA Christie, AS Conroy, RA Callcut, AE Hubbard… - PloS one, 2019 - journals.plos.org
Objective Machine learning techniques have demonstrated superior discrimination compared to conventional statistical approaches in predicting trauma death. The objective of …
AN Reiz, MAA de la Hoz, MS García - Medicina Intensiva (English Edition), 2019 - Elsevier
Intensive care is an ideal environment for the use of Big Data Analysis (BDA) and Machine Learning (ML), due to the huge amount of information processed and stored in electronic …