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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 111–120 of 189 papers

Title	Date	Tasks	Status	Hype	Score
Machine Learning-Based Prediction of ICU Mortality in Sepsis-Associated Acute Kidney Injury Patients Using MIMIC-IV Database with Validation from eICU Database	Feb 25, 2025	ICU MortalityMortality Prediction	—Unverified	0	0
I-SPEC: An End-to-End Framework for Learning Transportable, Shift-Stable Models	Feb 20, 2020	Mortality Prediction	—Unverified	0	0
Joint Application of the Target Trial Causal Framework and Machine Learning Modeling to Optimize Antibiotic Therapy: Use Case on Acute Bacterial Skin and Skin Structure Infections due to Methicillin-resistant Staphylococcus aureus	Jul 15, 2022	Mortality Prediction	—Unverified	0	0
Knowledge-Aware Deep Dual Networks for Text-Based Mortality Prediction	Jun 6, 2019	Medical DiagnosisMortality Prediction	—Unverified	0	0
Self-explaining Neural Network with Concept-based Explanations for ICU Mortality Prediction	Oct 9, 2021	Deep LearningExplainable Models	—Unverified	0	0
A Kalman Filter Based Framework for Monitoring the Performance of In-Hospital Mortality Prediction Models Over Time	Feb 9, 2024	Mortality Prediction	—Unverified	0	0
Severity and Mortality Prediction Models to Triage Indian COVID-19 Patients	Sep 2, 2021	Interpretable Machine LearningMortality Prediction	—Unverified	0	0
Leveraging Patient Similarity and Time Series Data in Healthcare Predictive Models	Apr 25, 2017	Change Point DetectionClassification	—Unverified	0	0
Machine Learning-Based Prediction of Mortality in Geriatric Traumatic Brain Injury Patients	May 19, 2025	Decision MakingFeature Engineering	—Unverified	0	0
Machine learning predicts long-term mortality after acute myocardial infarction using systolic time intervals and routinely collected clinical data	Mar 3, 2024	Mortality Prediction	—Unverified	0	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