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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
Interpolation-Prediction Networks for Irregularly Sampled Time SeriesCode0
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
ISeeU: Visually interpretable deep learning for mortality prediction inside the ICUCode0
Dynamic Measurement Scheduling for Event Forecasting using Deep RLCode0
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
A deep neural network to enhance prediction of 1-year mortality using echocardiographic videos of the heart—0
Deep Ensemble Tensor Factorization for Longitudinal Patient Trajectories Classification—0
Hybrid deep neural networks for all-cause Mortality Prediction from LDCT Images—0
Distilled Wasserstein Learning for Word Embedding and Topic Modeling—0
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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