SOTAVerified

Mortality Prediction

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–25 of 189 papers

TitleStatusHype
Benchmarking Waitlist Mortality Prediction in Heart Transplantation Through Time-to-Event Modeling using New Longitudinal UNOS Dataset—0
Interpretable Graph Learning Over Sets of Temporally-Sparse Data—0
Machine Learning-Based Prediction of Mortality in Geriatric Traumatic Brain Injury Patients—0
Paging Dr. GPT: Extracting Information from Clinical Notes to Enhance Patient Predictions—0
ChronoFormer: Time-Aware Transformer Architectures for Structured Clinical Event Modeling—0
Assessing Validity of ICD-10 Administrative Data in Coding Comorbidities—0
Feature-Enhanced Machine Learning for All-Cause Mortality Prediction in Healthcare Data—0
Reinforcing Clinical Decision Support through Multi-Agent Systems and Ethical AI Governance—0
Detecting Dataset Bias in Medical AI: A Generalized and Modality-Agnostic Auditing Framework—0
Machine Learning-Based Prediction of ICU Mortality in Sepsis-Associated Acute Kidney Injury Patients Using MIMIC-IV Database with Validation from eICU Database—0
Uncertainty-aware abstention in medical diagnosis based on medical texts—0
A Novel Multi-Task Teacher-Student Architecture with Self-Supervised Pretraining for 48-Hour Vasoactive-Inotropic Trend Analysis in Sepsis Mortality Prediction—0
Large Language Models are Powerful Electronic Health Record EncodersCode0
Med-gte-hybrid: A contextual embedding transformer model for extracting actionable information from clinical texts—0
Privacy-Preserving Dataset Combination—0
Chest X-ray Foundation Model with Global and Local Representations IntegrationCode1
Mortality Prediction of Pulmonary Embolism Patients with Deep Learning and XGBoost—0
Enhancing In-Hospital Mortality Prediction Using Multi-Representational Learning with LLM-Generated Expert Summaries—0
Robust Real-Time Mortality Prediction in the Intensive Care Unit using Temporal Difference LearningCode0
Enhancing Glucose Level Prediction of ICU Patients through Hierarchical Modeling of Irregular Time-SeriesCode0
Predicting Mortality and Functional Status Scores of Traumatic Brain Injury Patients using Supervised Machine Learning—0
IMAN: An Adaptive Network for Robust NPC Mortality Prediction with Missing ModalitiesCode0
ColaCare: Enhancing Electronic Health Record Modeling through Large Language Model-Driven Multi-Agent CollaborationCode1
Optimizing Mortality Prediction for ICU Heart Failure Patients: Leveraging XGBoost and Advanced Machine Learning with the MIMIC-III Database—0
Large Language Models versus Classical Machine Learning: Performance in COVID-19 Mortality Prediction Using High-Dimensional Tabular DataCode0
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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