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Table 5 Evaluation results for Problem (a) (Predict No-Dementia and Dementia) with 5-fold cross validation after each iteration of a random forest model in terms of macro-averaged precision, recall, and f1-score, where training and testing set are divided based on patient-episode 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

0.95

0.95

0.95

2

0.96

0.96

0.96

3

0.94

0.94

0.94

4

0.96

0.97

0.96

5

0.95

0.95

0.95