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Table 3 Type of artificial intelligence techniques adopted

From: A meta-analysis of the diagnostic test accuracy of artificial intelligence predicting emergency department dispositions

Technique

Algorithm

Frequency

%

Machine learning

Random forest

23

19.66

eXtreme Gradient Boosting

22

18.80

Gradient boosting machine

14

11.97

LightGBM

6

5.13

Logistic regression

4

3.42

Support vector machine

4

3.42

Stacking (or other ensembles)

3

2.56

CatBoost

2

1.71

Decision tree

2

1.71

Neural network

1

0.85

INC2.5

1

0.85

LASSO

1

0.85

AutoScore

1

0.85

Deep learning

Deep neural network

22

18.80

Convolutional neural network

11

6.84

 

Recurrent neural network

3

2.56