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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 181–189 of 189 papers

Title	Date	Tasks	Status	Hype
Combining LSTM and Latent Topic Modeling for Mortality Prediction	Sep 8, 2017	Mortality PredictionPrediction	—Unverified	0
PPMF: A Patient-based Predictive Modeling Framework for Early ICU Mortality Prediction	Apr 25, 2017	feature selectionICU Admission	—Unverified	0
Leveraging Patient Similarity and Time Series Data in Healthcare Predictive Models	Apr 25, 2017	Change Point DetectionClassification	—Unverified	0
Multitask learning and benchmarking with clinical time series data	Mar 22, 2017	BenchmarkingBIG-bench Machine Learning	CodeCode Available	1
Neural Document Embeddings for Intensive Care Patient Mortality Prediction	Dec 1, 2016	Document EmbeddingMortality Prediction	CodeCode Available	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
MIMIC-III, a freely accessible critical care database	May 24, 2016	Blood pressure estimationData Integration	CodeCode Available	0
Developing an ICU scoring system with interaction terms using a genetic algorithm	Apr 22, 2016	ICU MortalityMortality Prediction	—Unverified	0
Exploring Temporal Patterns in Emergency Department Triage Notes with Topic Models	Nov 1, 2014	Mortality PredictionTopic Models	—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