SOTAVerified

Mortality Prediction

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 126–150 of 189 papers

TitleStatusHype
EventScore: An Automated Real-time Early Warning Score for Clinical Events—0
Multi-view Integration Learning for Irregularly-sampled Clinical Time SeriesCode0
Challenges in the application of a mortality prediction model for COVID-19 patients on an Indian cohort—0
Risk markers by sex for in-hospital mortality in patients with acute coronary syndrome: a machine learning approachCode0
Deep Learning with Heterogeneous Graph Embeddings for Mortality Prediction from Electronic Health Records—0
Building Deep Learning Models to Predict Mortality in ICU Patients—0
Explainable Clinical Decision Support from Text—0
Chasing Your Long Tails: Differentially Private Prediction in Health Care Settings—0
Parkland Trauma Index of Mortality (PTIM): Real-time Predictive Model for PolyTrauma Patients—0
Characterizing the Value of Information in Medical NotesCode0
Variational Disentanglement for Rare Event ModelingCode0
Individualized Prediction of COVID-19 Adverse outcomes with MLHOCode0
Predicting Clinical Outcomes in COVID-19 using Radiomics and Deep Learning on Chest Radiographs: A Multi-Institutional Study—0
Multi-task Learning via Adaptation to Similar Tasks for Mortality Prediction of Diverse Rare Diseases—0
Integrating Physiological Time Series and Clinical Notes with Deep Learning for Improved ICU Mortality Prediction—0
I-SPEC: An End-to-End Framework for Learning Transportable, Shift-Stable Models—0
Interpretable Machine Learning Model for Early Prediction of Mortality in Elderly Patients with Multiple Organ Dysfunction Syndrome (MODS): a Multicenter Retrospective Study and Cross Validation—0
Gradient Boosting on Decision Trees for Mortality Prediction in Transcatheter Aortic Valve Implantation—0
Dynamic Prediction of ICU Mortality Risk Using Domain Adaptation—0
Feature Engineering Combined with 1 D Convolutional Neural Network for Improved Mortality Prediction—0
Time-Guided High-Order Attention Model of Longitudinal Heterogeneous Healthcare Data—0
Towards unstructured mortality prediction with free-text clinical notes—0
Bayesian Recurrent Framework for Missing Data Imputation and Prediction with Clinical Time Series—0
Modelling EHR timeseries by restricting feature interaction—0
Hierarchical Semantic Correspondence Learning for Post-Discharge Patient Mortality Prediction—0
Show:102550
← PrevPage 6 of 8Next →

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