SOTAVerified

Mortality Prediction

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 76–100 of 189 papers

TitleStatusHype
ICU Mortality Prediction Using Long Short-Term Memory Networks—0
Can Attention Be Used to Explain EHR-Based Mortality Prediction Tasks: A Case Study on Hemorrhagic Stroke—0
Privacy-preserving patient clustering for personalized federated learningCode0
An empirical study of using radiology reports and images to improve ICU mortality prediction—0
Subpopulation-Specific Synthetic EHR for Better Mortality Prediction—0
MedLens: Improve Mortality Prediction Via Medical Signs Selecting and RegressionCode0
Echoes of Biases: How Stigmatizing Language Affects AI Performance—0
Clinical Note Owns its Hierarchy: Multi-Level Hypergraph Neural Networks for Patient-Level Representation LearningCode0
XMI-ICU: Explainable Machine Learning Model for Pseudo-Dynamic Prediction of Mortality in the ICU for Heart Attack Patients—0
Medical records condensation: a roadmap towards healthcare data democratisation—0
FineEHR: Refine Clinical Note Representations to Improve Mortality Prediction—0
A hybrid CNN-RNN approach for survival analysis in a Lung Cancer Screening study—0
FedScore: A privacy-preserving framework for federated scoring system developmentCode0
Analyzing Impact of Socio-Economic Factors on COVID-19 Mortality Prediction Using SHAP Value—0
Using Explainable AI to Cross-Validate Socio-economic Disparities Among Covid-19 Patient Mortality—0
Mortality Prediction with Adaptive Feature Importance Recalibration for Peritoneal Dialysis Patients: a deep-learning-based study on a real-world longitudinal follow-up datasetCode0
Mortality Prediction Models with Clinical Notes Using Sparse Attention at the Word and Sentence Levels—0
Early prediction of the risk of ICU mortality with Deep Federated LearningCode0
Deep Kernel Learning for Mortality Prediction in the Face of Temporal ShiftCode0
Continuous Diagnosis and Prognosis by Controlling the Update Process of Deep Neural NetworksCode0
Clinical Language Understanding Evaluation (CLUE)—0
Airway measurement by refinement of synthetic images improves mortality prediction in idiopathic pulmonary fibrosisCode0
A Multimodal Transformer: Fusing Clinical Notes with Structured EHR Data for Interpretable In-Hospital Mortality Prediction—0
COPER: Continuous Patient State PerceiverCode0
Compound Density Networks for Risk Prediction using Electronic Health Records—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