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Mortality Prediction

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

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 71–80 of 189 papers

Title	Date	Tasks	Status	Hype
Hierarchical Semantic Correspondence Learning for Post-Discharge Patient Mortality Prediction	Oct 15, 2019	Mortality PredictionSemantic correspondence	—Unverified	0
Hybrid deep learning methods for phenotype prediction from clinical notes	Aug 16, 2021	Deep LearningManagement	—Unverified	0
Subpopulation-Specific Synthetic EHR for Better Mortality Prediction	May 25, 2023	Mortality PredictionPrediction	—Unverified	0
Explaining a Series of Models by Propagating Shapley Values	Apr 30, 2021	Mortality Prediction	—Unverified	0
Clinical Language Understanding Evaluation (CLUE)	Sep 28, 2022	Mortality Prediction	—Unverified	0
Assessing Validity of ICD-10 Administrative Data in Coding Comorbidities	Mar 31, 2025	Mortality Prediction	—Unverified	0
Combining LSTM and Latent Topic Modeling for Mortality Prediction	Sep 8, 2017	Mortality PredictionPrediction	—Unverified	0
Feature Engineering Combined with 1 D Convolutional Neural Network for Improved Mortality Prediction	Dec 8, 2019	Feature EngineeringMissing Values	—Unverified	0
Feature-Enhanced Machine Learning for All-Cause Mortality Prediction in Healthcare Data	Mar 27, 2025	AllFeature Engineering	—Unverified	0
Enhancing Mortality Prediction in Heart Failure Patients: Exploring Preprocessing Methods for Imbalanced Clinical Datasets	Sep 30, 2023	ManagementMissing Values	—Unverified	0

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Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Random Forest	F1 score	0.97	—	Unverified
2	Gaussian SVM	F1 score	0.96	—	Unverified
3	Decision Tree	F1 score	0.91	—	Unverified
4	Boosted Trees	F1 score	0.87	—	Unverified
5	ELECTRA (pretrained)	Accuracy	0.84	—	Unverified
6	ELECTRA (from scratch)	Accuracy	0.83	—	Unverified
7	LSTM+SA (pretrained)	Accuracy	0.83	—	Unverified
8	LSTM (pretrained)	Accuracy	0.83	—	Unverified
9	K-NN	F1 score	0.82	—	Unverified
10	LSTM+SA (from scratch)	Accuracy	0.8	—	Unverified