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Mortality Prediction

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–50 of 189 papers

TitleStatusHype
Uncertainty-Gated Stochastic Sequential Model for EHR Mortality PredictionCode2
Zero Shot Health Trajectory Prediction Using TransformerCode2
MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray imagesCode1
ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent CollaborationCode1
Efficient nonparametric statistical inference on population feature importance using Shapley valuesCode1
A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive CareCode1
Multitask learning and benchmarking with clinical time series dataCode1
Explaining Latent Representations with a Corpus of ExamplesCode1
Deep Reinforcement Learning for Cost-Effective Medical DiagnosisCode1
MEME: Generating RNN Model Explanations via Model ExtractionCode1
Hunting imaging biomarkers in pulmonary fibrosis: Benchmarks of the AIIB23 challengeCode1
General-Purpose Retrieval-Enhanced Medical Prediction Model Using Near-Infinite HistoryCode1
Chest X-ray Foundation Model with Global and Local Representations IntegrationCode1
MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding PretrainingCode1
MultiWave: Multiresolution Deep Architectures through Wavelet Decomposition for Multivariate Time Series PredictionCode1
ISeeU2: Visually Interpretable ICU mortality prediction using deep learning and free-text medical notesCode1
MEME: Generating RNN Model Explanations via Model ExtractionCode1
Multimodal Pretraining of Medical Time Series and NotesCode1
Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-SeriesCode1
Benchmarking machine learning models on multi-centre eICU critical care datasetCode1
Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care UnitCode1
Clinical Outcome Prediction from Admission Notes using Self-Supervised Knowledge IntegrationCode1
A Kalman Filter Based Framework for Monitoring the Performance of In-Hospital Mortality Prediction Models Over Time—0
Building Deep Learning Models to Predict Mortality in ICU Patients—0
APRICOT-Mamba: Acuity Prediction in Intensive Care Unit (ICU): Development and Validation of a Stability, Transitions, and Life-Sustaining Therapies Prediction Model—0
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