Lipids in Health and Disease

Table 8 Comparison of the predictive performance of the three models

From: Analysis of factors affecting nonalcoholic fatty liver disease in Chinese steel workers and risk assessment studies

Evaluation index	Logistic	Random Forest	XGBoost
Sensitivity	0.607	0.680	0.564
Precision	0.708	0.643	0.701
Accuracy	0.789	0.771	0.778
AUC	0.839	0.839	0.832
Brier	0.150	0.153	0.155
F1	0.654	0.661	0.625
Log loss	0.460	0.471	0.481
R²	0.789	0.771	0.778

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ISSN: 1476-511X

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