Table 1:

Performance of Various Methods in the Task of Cognitive Decline Detection

Method	Precision	Recall	F1-Score	AUC-ROC	AUC-PR
Logistic Regression	0.8163	0.5797	0.6780	0.9647	0.7383
Random Forest	0.8143	0.8261	0.8201	0.9955	0.8936
SVM	0.7419	0.6667	0.7023	0.9670	0.7419
BERT	0.8114±0.0245	0.9652±0.0116	0.8811±0.0118	0.9967±0.0003	0.9338±0.0114
BioBERT	0.8399±0.0336	0.9449±0.0169	0.8886±0.0137	0.9983±0.0004	0.9614±0.0042
ClinicalBERT	0.8114±0.0265	0.9536±0.0108	0.8764±0.0136	0.9981±0.0004	0.9517±0.0093
SCD-Tron (Ours)	0.8812±0.0244	0.9826±0.0108	0.9289±0.0138	0.9993±0.0002	0.9804±0.0074