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ICU Mortality

Prediction of a patient mortality in the Intensive Care Unit (ICU) given its first hours of Electronic Health Record (EHR).

Papers

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Showing 1–33 of 33 papers

TitleStatusHype
Early Prediction of In-Hospital ICU Mortality Using Innovative First-Day Data: A Review—0
Machine Learning-Based Prediction of ICU Mortality in Sepsis-Associated Acute Kidney Injury Patients Using MIMIC-IV Database with Validation from eICU Database—0
A Novel Multi-Task Teacher-Student Architecture with Self-Supervised Pretraining for 48-Hour Vasoactive-Inotropic Trend Analysis in Sepsis Mortality Prediction—0
Zero Shot Health Trajectory Prediction Using TransformerCode2
Advanced Predictive Modeling for Enhanced Mortality Prediction in ICU Stroke Patients Using Clinical Data—0
Cluster trajectory of SOFA score in predicting mortality in sepsis—0
ICU Mortality Prediction Using Long Short-Term Memory Networks—0
An empirical study of using radiology reports and images to improve ICU mortality prediction—0
Identifying Subgroups of ICU Patients Using End-to-End Multivariate Time-Series Clustering Algorithm Based on Real-World Vital Signs Data—0
Computable Phenotypes to Characterize Changing Patient Brain Dysfunction in the Intensive Care Unit—0
Early prediction of the risk of ICU mortality with Deep Federated LearningCode0
FLICU: A Federated Learning Workflow for Intensive Care Unit Mortality PredictionCode0
HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU DataCode1
Real-time Mortality Prediction Using MIMIC-IV ICU Data Via Boosted Nonparametric Hazards—0
Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction—0
Early ICU Mortality Prediction and Survival Analysis for Respiratory Failure—0
CARRNN: A Continuous Autoregressive Recurrent Neural Network for Deep Representation Learning from Sporadic Temporal Data—0
ISeeU2: Visually Interpretable ICU mortality prediction using deep learning and free-text medical notesCode1
Integrating Physiological Time Series and Clinical Notes with Deep Learning for Improved ICU Mortality Prediction—0
Dynamic Prediction of ICU Mortality Risk Using Domain Adaptation—0
Dynamic survival prediction in intensive care units from heterogeneous time series without the need for variable selection or pre-processing—0
Interpreting a Recurrent Neural Network's Predictions of ICU Mortality Risk—0
The Impact of Extraneous Variables on the Performance of Recurrent Neural Network Models in Clinical Tasks—0
Dynamic Measurement Scheduling for Event Forecasting using Deep RLCode0
Supervised Nonnegative Matrix Factorization to Predict ICU Mortality Risk—0
Deep Learning to Attend to Risk in ICU—0
PPMF: A Patient-based Predictive Modeling Framework for Early ICU Mortality Prediction—0
Leveraging Patient Similarity and Time Series Data in Healthcare Predictive Models—0
The Dependence of Machine Learning on Electronic Medical Record Quality—0
Dynamic Mortality Risk Predictions in Pediatric Critical Care Using Recurrent Neural Networks—0
Machine Learning Model Interpretability for Precision Medicine—0
Developing an ICU scoring system with interaction terms using a genetic algorithm—0
Feature Representation for ICU Mortality—0
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