SOTAVerified

Mortality Prediction

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 26–50 of 189 papers

TitleStatusHype
BERTSurv: BERT-Based Survival Models for Predicting Outcomes of Trauma Patients—0
A Novel Multi-Task Teacher-Student Architecture with Self-Supervised Pretraining for 48-Hour Vasoactive-Inotropic Trend Analysis in Sepsis Mortality Prediction—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
Artificial neural networks condensation: A strategy to facilitate adaption of machine learning in medical settings by reducing computational burden—0
An empirical study of using radiology reports and images to improve ICU mortality prediction—0
Deep Learning with Heterogeneous Graph Embeddings for Mortality Prediction from Electronic Health Records—0
Benchmarking Waitlist Mortality Prediction in Heart Transplantation Through Time-to-Event Modeling using New Longitudinal UNOS Dataset—0
Hybrid Mortality Prediction using Multiple Source Systems—0
Advanced Predictive Modeling for Enhanced Mortality Prediction in ICU Stroke Patients Using Clinical Data—0
Distilled Wasserstein Learning for Word Embedding and Topic Modeling—0
Disparities in Social Determinants among Performances of Mortality Prediction with Machine Learning for Sepsis Patients—0
Dynamic Prediction of ICU Mortality Risk Using Domain Adaptation—0
A hybrid CNN-RNN approach for survival analysis in a Lung Cancer Screening study—0
EventScore: An Automated Real-time Early Warning Score for Clinical Events—0
A deep neural network to enhance prediction of 1-year mortality using echocardiographic videos of the heart—0
Consensus of state of the art mortality prediction models: From all-cause mortality to sudden death prediction—0
BadCLM: Backdoor Attack in Clinical Language Models for Electronic Health Records—0
Analyzing Impact of Socio-Economic Factors on COVID-19 Mortality Prediction Using SHAP Value—0
Deep Ensemble Tensor Factorization for Longitudinal Patient Trajectories Classification—0
Bayesian Recurrent Framework for Missing Data Imputation and Prediction with Clinical Time Series—0
Compound Density Networks for Risk Prediction using Electronic Health Records—0
Deep neural networks can predict mortality from 12-lead electrocardiogram voltage data—0
Automated 5-year Mortality Prediction using Deep Learning and Radiomics Features from Chest Computed Tomography—0
Developing an ICU scoring system with interaction terms using a genetic algorithm—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