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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 51–60 of 189 papers

Title	Date	Tasks	Status	Hype
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
On Preserving the Knowledge of Long Clinical Texts	Nov 2, 2023	Decision MakingEnsemble Learning	—Unverified	0
Dynamic Multimodal Information Bottleneck for Multimodality Classification	Nov 2, 2023	ClassificationDiagnostic	CodeCode Available	0
General-Purpose Retrieval-Enhanced Medical Prediction Model Using Near-Infinite History	Oct 31, 2023	feature selectionMortality Prediction	CodeCode Available	1
Enhancing Mortality Prediction in Heart Failure Patients: Exploring Preprocessing Methods for Imbalanced Clinical Datasets	Sep 30, 2023	ManagementMissing Values	—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
Enhanced Mortality Prediction In Patients With Subarachnoid Haemorrhage Using A Deep Learning Model Based On The Initial CT Scan	Aug 25, 2023	Clinical KnowledgeMortality Prediction	—Unverified	0
ICU Mortality Prediction Using Long Short-Term Memory Networks	Aug 18, 2023	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