Predicting hypotension in the ICU using noninvasive physiological signals

A machine-learning approach to predicting hypotensive events in ICU settings

(2020) Mina Chookhachizadeh Moghadam et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Prediction of an Acute Hypotensive Episode During an ICU Hospitalization With a Super Learner Machine-Learning Algorithm

(2020) Ményssa Cherifa et al.   ANESTHESIA AND ANALGESIA

Comparative Analysis on Machine Learning and Deep Learning to Predict Post-Induction Hypotension

(2020) Jihyun Lee et al.   SENSORS

Hybrid model based on neural networks, type-1 and type-2 fuzzy systems for 2-lead cardiac arrhythmia classification

(2019) Eduardo Ramirez et al.   EXPERT SYSTEMS WITH APPLICATIONS

Machine-learning Algorithm to Predict Hypotension Based on High-fidelity Arterial Pressure Waveform Analysis

(2018) Feras Hatib et al.   ANESTHESIOLOGY

Noninvasive BP Monitoring in the Critically Ill

(2018) Karim Lakhal et al.   CHEST

A hybrid model based on modular neural networks and fuzzy systems for classification of blood pressure and hypertension risk diagnosis

(2018) Patricia Melin et al.   EXPERT SYSTEMS WITH APPLICATIONS

The relationship between ICU hypotension and in-hospital mortality and morbidity in septic patients

(2018) Kamal Maheshwari et al.   INTENSIVE CARE MEDICINE

Supervised Machine-learning Predictive Analytics for Prediction of Postinduction Hypotension

(2018) Samir Kendale et al.   ANESTHESIOLOGY

Comparison of Invasive and Noninvasive Blood Pressure Measurements for Assessing Signal Complexity and Surgical Risk in Cardiac Surgical Patients

(2018) Lauren E. Gibson et al.   ANESTHESIA AND ANALGESIA

MIMIC-III, a freely accessible critical care database

(2016) Alistair E.W. Johnson et al.   Scientific Data

The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets

(2015) Takaya Saito et al.   PLoS One

Noninvasive Techniques for Blood Pressure Measurement Are Not a Reliable Alternative to Direct Measurement: A Randomized Crossover Trial in ICU

(2014) Sara Ribezzo et al.   TheScientificWorldJOURNAL

Noninvasive monitoring of blood pressure in the critically ill

(2012) Karim Lakhal et al.   CRITICAL CARE MEDICINE

Methods of Blood Pressure Measurement in the ICU*

(2012) Li-wei H. Lehman et al.   CRITICAL CARE MEDICINE

An investigation of patterns in hemodynamic data indicative of impending hypotension in intensive care

(2010) Joon Lee et al.   Biomedical Engineering Online

Noninvasive Cardiac Output Measurement in Heart Failure Subjects on Circulatory Support

(2009) Rob Phillips et al.   ANESTHESIA AND ANALGESIA

Noninvasive Doppler ultrasonography for assessing cardiac function: can it replace the Swan-Ganz catheter?

(2008) Saurabh Jain et al.   AMERICAN JOURNAL OF SURGERY