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Mortality Prediction

( Image credit: Early hospital mortality prediction using vital signals )

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 151–175 of 189 papers

TitleStatusHype
Dynamic survival prediction in intensive care units from heterogeneous time series without the need for variable selection or pre-processing—0
Using Clinical Notes with Time Series Data for ICU ManagementCode0
Feature Robustness in Non-stationary Health Records: Caveats to Deployable Model Performance in Common Clinical Machine Learning TasksCode0
Evaluation of Embeddings of Laboratory Test Codes for Patients at a Cancer CenterCode0
Infant Mortality Prediction using Birth Certificate Data—0
Analysis | OPEN | Published: 17 June 2019 Multitask learning and benchmarking with clinical time series dataCode0
Knowledge-Aware Deep Dual Networks for Text-Based Mortality Prediction—0
Using Clinical Notes for ICU Management—0
Consensus-based Interpretable Deep Neural Networks with Application to Mortality Prediction—0
Interpretable Outcome Prediction with Sparse Bayesian Neural Networks in Intensive CareCode0
Temporal-Clustering Invariance in Irregular Healthcare Time Series—0
Hybrid Mortality Prediction using Multiple Source Systems—0
Deep neural networks can predict mortality from 12-lead electrocardiogram voltage data—0
Inference of a Multi-Domain Machine Learning Model to Predict Mortality in Hospital Stays for Patients with Cancer upon Febrile Neutropenia Onset—0
Knowledge-based Analysis for Mortality Prediction from CT ImagesCode0
Dynamic Measurement Scheduling for Event Forecasting using Deep RLCode0
ISeeU: Visually interpretable deep learning for mortality prediction inside the ICUCode0
Artificial neural networks condensation: A strategy to facilitate adaption of machine learning in medical settings by reducing computational burden—0
Rethinking clinical prediction: Why machine learning must consider year of care and feature aggregation—0
Improving Hospital Mortality Prediction with Medical Named Entities and Multimodal Learning—0
Deep Ensemble Tensor Factorization for Longitudinal Patient Trajectories Classification—0
A deep neural network to enhance prediction of 1-year mortality using echocardiographic videos of the heart—0
Hybrid deep neural networks for all-cause Mortality Prediction from LDCT Images—0
Distilled Wasserstein Learning for Word Embedding and Topic Modeling—0
Interpretable Patient Mortality Prediction with Multi-value Rule SetsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1Random ForestF1 score0.97—Unverified
2Gaussian SVMF1 score0.96—Unverified
3Decision TreeF1 score0.91—Unverified
4Boosted TreesF1 score0.87—Unverified
5ELECTRA (pretrained)Accuracy0.84—Unverified
6ELECTRA (from scratch)Accuracy0.83—Unverified
7LSTM+SA (pretrained)Accuracy0.83—Unverified
8LSTM (pretrained)Accuracy0.83—Unverified
9K-NNF1 score0.82—Unverified
10LSTM+SA (from scratch)Accuracy0.8—Unverified