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. 2023 Jun 15;15:111. doi: 10.1186/s13195-023-01250-5

Table 2.

Classification report of the classifiers in the “tell words you can recall” task (scenario 2)

Cross-validation accuracy (%) Accuracy (on data split) (%) Precision f1-score Sensitivity Specificity
Dementia Normal
A. Scenario 2A: on the sample person’s responses
KNN 92.00 93.00 0.74 0.94 0.92 0.37 0.99
Decision tree 90.00 92.00 0.53 0.94 0.91 0.42 0.96
Random forest 92.00 93.00 0.62 0.94 0.92 0.42 0.98
Artificial neural networks 92.00 93.00 0.65 0.95 0.92 0.44 0.98
B. Scenario 2B: on the proxy’s responses
KNN 71.00 69.00 0.50 0.70 0.58 0.02 0.99
Decision tree 72.00 69.00 0.50 0.71 0.61 0.08 0.96
Random forest 72.00 69.00 0.50 0.71 0.62 0.10 0.96
Artificial neural networks 70.00 70.00 0.75 0.70 0.60 0.05 0.99
C. Scenario 2C: on the sample person’s and proxy’s responses
KNN 77.00 78.00 0.96 0.70 0.77 0.60 0.97
Decision tree 77.00 76.00 0.95 0.68 0.75 0.56 0.97
Random forest 77.00 78.00 0.96 0.69 0.77 0.59 0.97
Artificial neural networks 76.00 78.00 0.96 0.69 0.77 0.59 0.97