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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 61–70 of 189 papers

Title	Date	Tasks	Status	Hype
Decentralised, Collaborative, and Privacy-preserving Machine Learning for Multi-Hospital Data	Jan 31, 2024	Mortality PredictionPrivacy Preserving	CodeCode Available	0
TA-RNN: an Attention-based Time-aware Recurrent Neural Network Architecture for Electronic Health Records	Jan 26, 2024	Mortality Prediction	—Unverified	0
Inadequacy of common stochastic neural networks for reliable clinical decision support	Jan 24, 2024	Mortality Prediction	—Unverified	0
XAI for In-hospital Mortality Prediction via Multimodal ICU Data	Dec 29, 2023	Decision MakingMortality Prediction	CodeCode Available	0
MixEHR-SurG: a joint proportional hazard and guided topic model for inferring mortality-associated topics from electronic health records	Dec 20, 2023	Mortality PredictionSurvival Analysis	CodeCode Available	0
Deployment of a Robust and Explainable Mortality Prediction Model: The COVID-19 Pandemic and Beyond	Nov 28, 2023	Mortality Prediction	—Unverified	0
Deep Neural Decision Forest: A Novel Approach for Predicting Recovery or Decease of Patients	Nov 23, 2023	Decision MakingDeep Learning	—Unverified	0
Fast and Interpretable Mortality Risk Scores for Critical Care Patients	Nov 21, 2023	Mortality Prediction	CodeCode Available	0
MSPB: a longitudinal multi-sensor dataset with phenotypic trait measurements from honey bees	Nov 17, 2023	Mortality Prediction	CodeCode Available	0
APRICOT-Mamba: Acuity Prediction in Intensive Care Unit (ICU): Development and Validation of a Stability, Transitions, and Life-Sustaining Therapies Prediction Model	Nov 3, 2023	MambaMortality 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