SOTAVerified|Agents Browse Leaderboard About

Mortality Prediction

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

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 81–90 of 189 papers

Title	Date	Tasks	Status	Hype
Continuous Diagnosis and Prognosis by Controlling the Update Process of Deep Neural Networks	Oct 6, 2022	Mortality PredictionPrognosis	CodeCode Available	0
Clinical Language Understanding Evaluation (CLUE)	Sep 28, 2022	Mortality Prediction	—Unverified	0
A Comprehensive Benchmark for COVID-19 Predictive Modeling Using Electronic Health Records in Intensive Care	Sep 16, 2022	BenchmarkingDeep Learning	CodeCode Available	1
Airway measurement by refinement of synthetic images improves mortality prediction in idiopathic pulmonary fibrosis	Aug 30, 2022	Computed Tomography (CT)Mortality Prediction	CodeCode Available	0
A Multimodal Transformer: Fusing Clinical Notes with Structured EHR Data for Interpretable In-Hospital Mortality Prediction	Aug 9, 2022	Mortality Prediction	—Unverified	0
COPER: Continuous Patient State Perceiver	Aug 5, 2022	Irregular Time SeriesMortality Prediction	CodeCode Available	0
Compound Density Networks for Risk Prediction using Electronic Health Records	Aug 2, 2022	ImputationMissing Values	—Unverified	0
MULTIPAR: Supervised Irregular Tensor Factorization with Multi-task Learning	Aug 1, 2022	Mortality PredictionMulti-Task Learning	—Unverified	0
Assessing mortality prediction through different representation models based on concepts extracted from clinical notes	Jul 22, 2022	Mortality Prediction	—Unverified	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

Show:10 25 50

← PrevPage 9 of 19Next →

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