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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
Zero Shot Health Trajectory Prediction Using TransformerCode2
HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU DataCode1
ISeeU2: Visually Interpretable ICU mortality prediction using deep learning and free-text medical notesCode1
Dynamic Measurement Scheduling for Event Forecasting using Deep RLCode0
Early prediction of the risk of ICU mortality with Deep Federated LearningCode0
FLICU: A Federated Learning Workflow for Intensive Care Unit Mortality PredictionCode0
Deep Learning to Attend to Risk in ICU—0
Developing an ICU scoring system with interaction terms using a genetic algorithm—0
Dynamic Mortality Risk Predictions in Pediatric Critical Care Using Recurrent Neural Networks—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
Early ICU Mortality Prediction and Survival Analysis for Respiratory Failure—0
Early Prediction of In-Hospital ICU Mortality Using Innovative First-Day Data: A Review—0
Advanced Predictive Modeling for Enhanced Mortality Prediction in ICU Stroke Patients Using Clinical Data—0
Feature Representation for ICU Mortality—0
ICU Mortality Prediction Using Long Short-Term Memory Networks—0
Identifying Subgroups of ICU Patients Using End-to-End Multivariate Time-Series Clustering Algorithm Based on Real-World Vital Signs Data—0
Integrating Physiological Time Series and Clinical Notes with Deep Learning for Improved ICU Mortality Prediction—0
Interpreting a Recurrent Neural Network's Predictions of ICU Mortality Risk—0
Leveraging Patient Similarity and Time Series Data in Healthcare Predictive Models—0
Machine Learning Model Interpretability for Precision Medicine—0
PPMF: A Patient-based Predictive Modeling Framework for Early ICU Mortality Prediction—0
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
Supervised Nonnegative Matrix Factorization to Predict ICU Mortality Risk—0
The Dependence of Machine Learning on Electronic Medical Record Quality—0
The Impact of Extraneous Variables on the Performance of Recurrent Neural Network Models in Clinical Tasks—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
An empirical study of using radiology reports and images to improve ICU mortality prediction—0
A Novel Multi-Task Teacher-Student Architecture with Self-Supervised Pretraining for 48-Hour Vasoactive-Inotropic Trend Analysis in Sepsis Mortality Prediction—0
CARRNN: A Continuous Autoregressive Recurrent Neural Network for Deep Representation Learning from Sporadic Temporal Data—0
Cluster trajectory of SOFA score in predicting mortality in sepsis—0
Computable Phenotypes to Characterize Changing Patient Brain Dysfunction in the Intensive Care Unit—0
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