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
Using Clinical Notes with Time Series Data for ICU ManagementCode0
Variational Disentanglement for Rare Event ModelingCode0
XAI for In-hospital Mortality Prediction via Multimodal ICU DataCode0
Feature Engineering Combined with 1 D Convolutional Neural Network for Improved Mortality Prediction—0
Feature-Enhanced Machine Learning for All-Cause Mortality Prediction in Healthcare Data—0
On Preserving the Knowledge of Long Clinical Texts—0
Privacy-Preserving Dataset Combination—0
Voice-Driven Mortality Prediction in Hospitalized Heart Failure Patients: A Machine Learning Approach Enhanced with Diagnostic Biomarkers—0
Process Mining Model to Predict Mortality in Paralytic Ileus Patients—0
FineEHR: Refine Clinical Note Representations to Improve Mortality Prediction—0
Pulmonary Embolism Mortality Prediction Using Multimodal Learning Based on Computed Tomography Angiography and Clinical Data—0
AutoMap: Automatic Medical Code Mapping for Clinical Prediction Model Deployment—0
Gradient Boosting on Decision Trees for Mortality Prediction in Transcatheter Aortic Valve Implantation—0
Using Clinical Notes for ICU Management—0
Hierarchical Semantic Correspondence Learning for Post-Discharge Patient Mortality Prediction—0
Assessing Validity of ICD-10 Administrative Data in Coding Comorbidities—0
Hybrid deep learning methods for phenotype prediction from clinical notes—0
Hybrid deep neural networks for all-cause Mortality Prediction from LDCT Images—0
ICU Mortality Prediction Using Long Short-Term Memory Networks—0
Real-time Mortality Prediction Using MIMIC-IV ICU Data Via Boosted Nonparametric Hazards—0
Reinforcing Clinical Decision Support through Multi-Agent Systems and Ethical AI Governance—0
Improving Hospital Mortality Prediction with Medical Named Entities and Multimodal Learning—0
Inadequacy of common stochastic neural networks for reliable clinical decision support—0
Rethinking clinical prediction: Why machine learning must consider year of care and feature aggregation—0
Infant Mortality Prediction using Birth Certificate Data—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