Table 7 Statistical analysis.

From: An attention-augmented multimodal classification of alzheimer’s disease and parkinson’s disease vs healthy controls using MRI, EEG, and SNP data

Comparison

Metric compared

Baseline model

Proposed model

Test used

p-value

Significance

AD detection

Classification accuracy

CNN-

only (MRI)

AAMDLF (MRI + EEG + SNP)

McNemar’s Test

0.021

Significant (p < 0.05)

PD detection

Classification accuracy

CNN-

only (MRI)

AAMDLF (MRI + EEG + SNP)

McNemar’s Test

0.024

Significant (p < 0.05)

Overall

F1-score

CNN-

only (MRI)

AAMDLF (MRI + EEG + SNP)

Paired t-Test

0.018

Significant (p < 0.05)