SOTAVerified

Mortality Prediction

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 126–150 of 189 papers

TitleStatusHype
A Novel Multi-Task Teacher-Student Architecture with Self-Supervised Pretraining for 48-Hour Vasoactive-Inotropic Trend Analysis in Sepsis Mortality Prediction—0
An empirical study of using radiology reports and images to improve ICU mortality prediction—0
MIMIC-IF: Interpretability and Fairness Evaluation of Deep Learning Models on MIMIC-IV Dataset—0
TA-RNN: an Attention-based Time-aware Recurrent Neural Network Architecture for Electronic Health Records—0
Temporal-Clustering Invariance in Irregular Healthcare Time Series—0
Modelling EHR timeseries by restricting feature interaction—0
Mortality Prediction Models with Clinical Notes Using Sparse Attention at the Word and Sentence Levels—0
Mortality Prediction of Pulmonary Embolism Patients with Deep Learning and XGBoost—0
A hybrid CNN-RNN approach for survival analysis in a Lung Cancer Screening study—0
Time-Guided High-Order Attention Model of Longitudinal Heterogeneous Healthcare Data—0
Towards Personalised Patient Risk Prediction Using Temporal Hospital Data Trajectories—0
Analyzing Impact of Socio-Economic Factors on COVID-19 Mortality Prediction Using SHAP Value—0
MULTIPAR: Supervised Irregular Tensor Factorization with Multi-task Learning—0
Building Deep Learning Models to Predict Mortality in ICU Patients—0
Can Attention Be Used to Explain EHR-Based Mortality Prediction Tasks: A Case Study on Hemorrhagic Stroke—0
Challenges in the application of a mortality prediction model for COVID-19 patients on an Indian cohort—0
Analysis and Mortality Prediction using Multiclass Classification for Older Adults with Type 2 Diabetes—0
Chasing Your Long Tails: Differentially Private Prediction in Health Care Settings—0
BERTSurv: BERT-Based Survival Models for Predicting Outcomes of Trauma Patients—0
ChronoFormer: Time-Aware Transformer Architectures for Structured Clinical Event Modeling—0
Clinical Language Understanding Evaluation (CLUE)—0
Multi-task Learning via Adaptation to Similar Tasks for Mortality Prediction of Diverse Rare Diseases—0
Benchmarking Waitlist Mortality Prediction in Heart Transplantation Through Time-to-Event Modeling using New Longitudinal UNOS Dataset—0
Bayesian Recurrent Framework for Missing Data Imputation and Prediction with Clinical Time Series—0
Combining LSTM and Latent Topic Modeling for Mortality Prediction—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