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. Author manuscript; available in PMC: 2024 Sep 1.
Published in final edited form as: Artif Intell Med. 2023 Jul 17;143:102624. doi: 10.1016/j.artmed.2023.102624

Table 7.

Performance of the component of syntactic and semantic levels of language organization in identifying patients with ADRD

Algorithms Precision Recall F1-score AUC-ROC Accuracy
SVM 84.84 80 82.35 89.05 83.09
Logistic Regression 84.84 80 82.35 89.60 83.09
AdaBoost 85.71 68.57 76.19 82.77 78.87
ExtraTrees 79.73 72.66 75.98 86.01 77.41
Random Forest 77.90 72.34 74.96 85.18 76.25
XGBoost 76.66 65.71 70.77 84.28 73.23