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. 2024 Apr 29;7:e50537. doi: 10.2196/50537

Table 6.

Classification accuracies on the validation and test sets for the binary classification of group 1 (Mini-Mental State Examination score≥27) versus group 3 (11≤Mini-Mental State Examination score≤19) for the 3 data sets.

Data set CATa SVMb LRc P value CAT vs SVM CAT vs LR SVM vs LR
Italian, mean (SD)

Validation 0.92 (0.02) 0.93 (0.02) 0.92 (0.02) .38 N/Ad N/A N/A

Test 0.82 (0.14) 0.86 (0.18) 0.89 (0.14) N/A N/A N/A N/A
Spanish, mean (SD)

Validation 0.84 (0.03) 0.83 (0.02) 0.82 (0.03) .17 N/A N/A N/A

Test 0.83 (0.12) 0.73 (0.11) 0.71 (0.15) N/A N/A N/A N/A
Italian&Spanish, mean (SD)

Validation 0.85 (0.02) 0.85 (0.01) 0.84 (0.01) .05 N/A N/A N/A

Test 0.79 (0.11) 0.78 (0.05) 0.81 (0.06) N/A N/A N/A N/A

aCAT: CatBoost classifier.

bSVM: support vector machine.

cLR: logistic regression.

dN/A: not applicable.