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Table 2 Top five performing supervised ML models based on test data

From: A machine learning model to predict the risk factors causing feelings of burnout and emotional exhaustion amongst nursing staff in South Africa

Subset 1 (Target variable = MBI_Q5)

Subset 2 (Target variable = MBI)

Model

Accuracy %

Model

Accuracy %

Gradient Booster Classifier

76.98%

Gradient Booster Classifier

76.8%

Extra Trees Classifier

75.83%

Extra Trees Classifier

76.47%

Light Gradient Boosting Machine

75.17%

Random Forest Classifier

75.33%

Naive Bayes

72.84%

Light Grading Boosting Machine

75.15%

Random Forest Classifier

72.69%

Ada Boost Classifier

73.68%