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
Exploring Temporal Patterns in Emergency Department Triage Notes with Topic Models—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
Gradient Boosting on Decision Trees for Mortality Prediction in Transcatheter Aortic Valve Implantation—0
Hierarchical Semantic Correspondence Learning for Post-Discharge Patient Mortality Prediction—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
Early prediction of the risk of ICU mortality with Deep Federated LearningCode0
Early hospital mortality prediction using vital signalsCode0
Quantifying Explainability in NLP and Analyzing Algorithms for Performance-Explainability TradeoffCode0
Variational Disentanglement for Rare Event ModelingCode0
Enhancing Glucose Level Prediction of ICU Patients through Hierarchical Modeling of Irregular Time-SeriesCode0
Using Clinical Notes with Time Series Data for ICU ManagementCode0
Decentralised, Collaborative, and Privacy-preserving Machine Learning for Multi-Hospital DataCode0
Enriching Unsupervised User Embedding via Medical ConceptsCode0
Countdown Regression: Sharp and Calibrated Survival PredictionsCode0
Evaluating the Impact of Pulse Oximetry Bias in Machine Learning under Counterfactual ThinkingCode0
Evaluation of Embeddings of Laboratory Test Codes for Patients at a Cancer CenterCode0
XAI for In-hospital Mortality Prediction via Multimodal ICU DataCode0
MedLens: Improve Mortality Prediction Via Medical Signs Selecting and RegressionCode0
Dynamic Multimodal Information Bottleneck for Multimodality ClassificationCode0
COPER: Continuous Patient State PerceiverCode0
Fast and Interpretable Mortality Risk Scores for Critical Care PatientsCode0
Continuous Diagnosis and Prognosis by Controlling the Update Process of Deep Neural NetworksCode0
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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