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Fig 1.

Analytical sample selection flowchart, PATH adult survey waves 1 and 2.

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Fig 2.

The data cleaning process.

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Table 1.

Comparison of the top 25 variables selected by GBM and RF.

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Table 1 Expand

Fig 3.

The TreeSHAP summary plot for the combination of the top five variables selected by RF and GBM.

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Fig 4.

ROC comparison of the predictive models.

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Table 2.

Evaluation results of the predictive models.

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Table 2 Expand