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. Author manuscript; available in PMC: 2025 Aug 29.
Published in final edited form as: J Ageing Longev. 2025 Aug 8;5(3):27. doi: 10.3390/jal5030027

Table A3.

Machine learning prediction performance.

Method Accuracy Sensitivity Precision Specificity f1 AUC
SVM 0.757 0.515 0.515 0.838 0.515 0.779 (0.774, 0.787)
Random Forest 0.726 0.451 0.451 0.817 0.451 0.768 (0.756, 0.781)
KNN 0.735 0.469 0.469 0.823 0.469 0.767 (0.754, 0.770)
XGBoost 0.722 0.444 0.444 0.815 0.444 0.740 (0.720, 0.760)

AUC: Area under the curve.