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Fig 1.

STROBE diagram of eligibility determination and participant group classification.

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Fig 2.

Machine learning framework.

AUC, area under the curve; SMOTE, synthetic minority oversampling technique.

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Fig 2 Expand

Table 1.

Demographics and clinical characteristics of the non-faller and faller groups.

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Table 1 Expand

Table 2.

Physical and psychological health variables of the non-faller and faller groups.

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Table 2 Expand

Table 3.

Ranking of nine variables included in the machine learning-based model and validation results of the model using 2,000 validation data set pairs.

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Table 3 Expand