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

Table 5.

Classification accuracies on the validation and test sets for the binary classification of group 1 (Mini-Mental State Examination score≥27) versus group 2 (20≤Mini-Mental State Examination score≤26).

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

Validation 0.80 (0.02) 0.84 (0.02) 0.79 (0.02) <.001 .007 .91 .02

Test 0.71 (0.14) 0.80 (0.14) 0.76 (0.16) N/Ad N/A N/A N/A
Spanish, mean (SD)

Validation 0.74 (0.04) 0.79 (0.02) 0.76 (0.03) .004 .005 .79 .03

Test 0.62 (0.15) 0.59 (0.16) 0.62 (0.17) N/A N/A N/A N/A
Italian & Spanish, mean (SD)

Validation 0.74 (0.02) 0.76 (0.01) 0.74 (0.02) .06 N/A N/A N/A

Test 0.64 (0.12) 0.65 (0.11) 0.65 (0.13) N/A N/A N/A N/A

aCAT: CatBoost classifier.

bSVM: support vector machine.

cLR: logistic regression.

dN/A: not applicable.