Table 6.

Ablation study showing the impact of agent roles on AD prediction at -10-year prediction

Agents	AD cases (P/R/F)	Controls (P/R/F)	Accuracy
CARE-AD	0.20 (0.18, 0.21)/0.38 (0.35, 0.41)/0.26 (0.24, 0.28)	0.77 (0.76, 0.78)/0.57 (0.55, 0.59)/0.65 (0.64, 0.67)	0.53 (0.51, 0.54)
Zero-shot (No agents)	0.09 (0.08, 0.09)/0.25 (0.23, 0.28)/0.13 (0.11, 0.14)	0.56 (0.54, 0.57)/0.26 (0.25, 0.27)/0.35 (0.34, 0.37)	0.26 (0.25, 0.27)
Exclude neurologist	0.17 (0.16, 0.18)/0.33 (0.30, 0.36)/0.23 (0.21, 0.24)	0.75 (0.74, 0.76)/0.55 (0.53, 0.57)/0.64 (0.62, 0.65)	0.50 (0.49, 0.52)
Exclude clinical psychologist	0.19 (0.17, 0.20)/0.36 (0.33, 0.39)/0.25 (0.23, 0.27)	0.76 (0.75, 0.77)/0.57 (0.55, 0.59)/0.65 (0.64, 0.67)	0.52 (0.51, 0.54)
Exclude psychiatrist	0.17 (0.15, 0.18)/0.34 (0.31, 0.37)/0.23 (0.21, 0.24)	0.75 (0.73, 0.75)/0.53 (0.51, 0.55)/0.62 (0.61, 0.63)	0.49 (0.47, 0.50)
Exclude primary care physician	0.18 (0.17, 0.20)/0.37 (0.34, 0.40)/0.25 (0.23, 0.27)	0.76 (0.75, 0.77)/0.55 (0.53, 0.57)/0.64 (0.63, 0.65)	0.51 (0.50, 0.53)
Exclude geriatrician	0.18 (0.16, 0.19)/0.34 (0.31, 0.37)/0.23 (0.21, 0.25)	0.75 (0.74, 0.76)/0.56 (0.54, 0.58)/0.64 (0.63, 0.66)	0.51 (0.50, 0.53)