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Machine learning and deep learning for blood pressure prediction: a methodological review from multiple perspectives
K Qin, W Huang, T Zhang, S Tang - Artificial Intelligence Review, 2023 - Springer
Blood pressure (BP) estimation is one of the most popular and long-standing topics in health-
care monitoring area. The utilization of machine learning (ML) and deep learning (DL) for BP …
care monitoring area. The utilization of machine learning (ML) and deep learning (DL) for BP …
[HTML][HTML] One of the first validations of an artificial intelligence algorithm for clinical use: the impact on intraoperative hypotension prediction and clinical decision …
WH van der Ven, DP Veelo, M Wijnberge… - Surgery, 2021 - Elsevier
This review describes the steps and conclusions from the development and validation of an
artificial intelligence algorithm (the Hypotension Prediction Index), one of the first machine …
artificial intelligence algorithm (the Hypotension Prediction Index), one of the first machine …
[HTML][HTML] The use of time-frequency moments as inputs of lstm network for ecg signal classification
This paper refers to the method of using the deep neural long-short-term memory (LSTM)
network for the problem of electrocardiogram (ECG) signal classification. ECG signals …
network for the problem of electrocardiogram (ECG) signal classification. ECG signals …
[HTML][HTML] Comparative analysis on machine learning and deep learning to predict post-induction hypotension
Hypotensive events in the initial stage of anesthesia can cause serious complications in the
patients after surgery, which could be fatal. In this study, we intended to predict hypotension …
patients after surgery, which could be fatal. In this study, we intended to predict hypotension …
Intraoperative hypotension prediction model based on systematic feature engineering and machine learning
S Lee, M Lee, SH Kim, J Woo - Sensors, 2022 - mdpi.com
Arterial hypotension is associated with incidence of postoperative complications, such as
myocardial infarction or acute kidney injury. Little research has been conducted for the real …
myocardial infarction or acute kidney injury. Little research has been conducted for the real …
Predicting anesthetic infusion events using machine learning
Recently, research has been conducted to automatically control anesthesia using machine
learning, with the aim of alleviating the shortage of anesthesiologists. In this study, we …
learning, with the aim of alleviating the shortage of anesthesiologists. In this study, we …
Data-based modeling of the Pharmacodynamics for the effect of Propofol and Remifentanil during General Anesthesia
Abstract Predicting Bispectral Index (BIS) and Mean Arterial Pressure (MAP) during
anesthesia is critical for patient safety and effective anesthesia management. Traditional …
anesthesia is critical for patient safety and effective anesthesia management. Traditional …
The present and future role of artificial intelligence and machine learning in anesthesiology
JC Alexander, BT Romito… - International …, 2020 - journals.lww.com
Artificial intelligence (AI) has recently become a ubiquitous term, occurring frequently in as
diverse media as newspapers to political debates to medical articles. However, there is often …
diverse media as newspapers to political debates to medical articles. However, there is often …
Intraoperative hypotension prediction based on features automatically generated within an interpretable deep learning model
The monitoring of arterial blood pressure (ABP) in anesthetized patients is crucial for
preventing hypotension, which can lead to adverse clinical outcomes. Several efforts have …
preventing hypotension, which can lead to adverse clinical outcomes. Several efforts have …
A composite multi-attention framework for intraoperative hypotension early warning
F Lu, W Li, Z Zhou, C Song, Y Sun, Y Zhang… - Proceedings of the …, 2023 - ojs.aaai.org
Intraoperative hypotension (IOH) events warning plays a crucial role in preventing
postoperative complications, such as postoperative delirium and mortality. Despite …
postoperative complications, such as postoperative delirium and mortality. Despite …