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Table 1.

Descriptive statistics of BRFSS dataset.

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Fig 1.

Research framework.

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Fig 1 Expand

Fig 2.

Model sensitivity comparison for diabetes classification models.

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Fig 2 Expand

Fig 3.

Model accuracy comparison for diabetes classification models.

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Fig 4.

ROC curves for diabetes classification models.

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Table 2.

Model performance metrics.

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Table 2 Expand

Fig 5.

Comparison of three techniques of oversampling for three best models.

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Fig 5 Expand

Fig 6.

Feature importance ranking for Extra Trees Classifier.

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Fig 6 Expand

Fig 7.

Dependency of diabetes with top 6 diabetes determinants with SHAP values.

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