SOTAVerified

Mortality Prediction

Papers

Showing 161170 of 189 papers

TitleStatusHype
Temporal-Clustering Invariance in Irregular Healthcare Time Series0
Hybrid Mortality Prediction using Multiple Source Systems0
Deep neural networks can predict mortality from 12-lead electrocardiogram voltage data0
Inference of a Multi-Domain Machine Learning Model to Predict Mortality in Hospital Stays for Patients with Cancer upon Febrile Neutropenia Onset0
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 burden0
Rethinking clinical prediction: Why machine learning must consider year of care and feature aggregation0
Improving Hospital Mortality Prediction with Medical Named Entities and Multimodal Learning0
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Benchmark Results

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