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Table 6 Evaluation results for Problem (a) (Predict No-Dementia and Dementia) after each different random iteration of a random forest model in terms of macro-averaged precision, recall, and f1-score, in the patient-level setting

From: Identifying the presence and severity of dementia by applying interpretable machine learning techniques on structured clinical records

Iterations No.

Precision

Recall

f1-score

1

0.96

0.96

0.96

2

0.95

0.95

0.95

3

0.95

0.95

0.95

4

0.96

0.95

0.95

5

0.96

0.96

0.96