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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 41–50 of 189 papers

Title	Date	Tasks	Status	Hype
A deep neural network to enhance prediction of 1-year mortality using echocardiographic videos of the heart	Nov 26, 2018	Mortality Prediction	—Unverified	0
Consensus of state of the art mortality prediction models: From all-cause mortality to sudden death prediction	Aug 30, 2023	AllMortality Prediction	—Unverified	0
BadCLM: Backdoor Attack in Clinical Language Models for Electronic Health Records	Jul 6, 2024	Backdoor AttackDecision Making	—Unverified	0
Analyzing Impact of Socio-Economic Factors on COVID-19 Mortality Prediction Using SHAP Value	Feb 27, 2023	Mortality PredictionPrediction	—Unverified	0
Deep Ensemble Tensor Factorization for Longitudinal Patient Trajectories Classification	Nov 26, 2018	ClassificationGeneral Classification	—Unverified	0
Bayesian Recurrent Framework for Missing Data Imputation and Prediction with Clinical Time Series	Nov 18, 2019	ImputationMissing Values	—Unverified	0
Compound Density Networks for Risk Prediction using Electronic Health Records	Aug 2, 2022	ImputationMissing Values	—Unverified	0
Deep neural networks can predict mortality from 12-lead electrocardiogram voltage data	Apr 15, 2019	Electrocardiography (ECG)Mortality Prediction	—Unverified	0
Automated 5-year Mortality Prediction using Deep Learning and Radiomics Features from Chest Computed Tomography	Jul 1, 2016	Computed Tomography (CT)feature selection	—Unverified	0
Developing an ICU scoring system with interaction terms using a genetic algorithm	Apr 22, 2016	ICU MortalityMortality Prediction	—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