SOTAVerified

Mortality Prediction

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 51–75 of 189 papers

TitleStatusHype
Detecting Dataset Bias in Medical AI: A Generalized and Modality-Agnostic Auditing Framework—0
A Novel Multi-Task Teacher-Student Architecture with Self-Supervised Pretraining for 48-Hour Vasoactive-Inotropic Trend Analysis in Sepsis Mortality Prediction—0
Developing an ICU scoring system with interaction terms using a genetic algorithm—0
Disparities in Social Determinants among Performances of Mortality Prediction with Machine Learning for Sepsis Patients—0
Distilled Wasserstein Learning for Word Embedding and Topic Modeling—0
Building Deep Learning Models to Predict Mortality in ICU Patients—0
Can Attention Be Used to Explain EHR-Based Mortality Prediction Tasks: A Case Study on Hemorrhagic Stroke—0
Dynamic Prediction of ICU Mortality Risk Using Domain Adaptation—0
Dynamic survival prediction in intensive care units from heterogeneous time series without the need for variable selection or pre-processing—0
Challenges in the application of a mortality prediction model for COVID-19 patients on an Indian cohort—0
Early ICU Mortality Prediction and Survival Analysis for Respiratory Failure—0
Artificial neural networks condensation: A strategy to facilitate adaption of machine learning in medical settings by reducing computational burden—0
Gradient Boosting on Decision Trees for Mortality Prediction in Transcatheter Aortic Valve Implantation—0
Hybrid deep neural networks for all-cause Mortality Prediction from LDCT Images—0
Combining LSTM and Latent Topic Modeling for Mortality Prediction—0
AutoMap: Automatic Medical Code Mapping for Clinical Prediction Model Deployment—0
Explainable Clinical Decision Support from Text—0
A Multimodal Transformer: Fusing Clinical Notes with Structured EHR Data for Interpretable In-Hospital Mortality Prediction—0
Analysis and Mortality Prediction using Multiclass Classification for Older Adults with Type 2 Diabetes—0
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
FineEHR: Refine Clinical Note Representations to Improve Mortality Prediction—0
Subpopulation-Specific Synthetic EHR for Better Mortality Prediction—0
Explaining a Series of Models by Propagating Shapley Values—0
Clinical Language Understanding Evaluation (CLUE)—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