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. Author manuscript; available in PMC: 2024 Apr 1.
Published in final edited form as: Stat Interface. 2023 Nov 27;17(1):79–90. doi: 10.4310/23-sii785

Table 2.

Point estimates and 95% confidence intervals for the covariate effects obtained by Cox model and the latent class model with two classes for the MCI data application.

Cox model (1 class) Latent class model (2 classes)
Class probability Class-specific survival submodel



Domains Covariates ζˆ 95% CI αˆ 95% CI ζˆ1 95% CI ζˆ1+ζˆ2 95% CI
Intercept NA NA −2.94* (−5.00,−0.88) NA NA 2.03* (1.26,2.80)

Overall cognition MMSE −0.12* (−0.15,−0.10) −0.17 (−0.40, 0.07) −0.14* (−0.21,−0.07) −0.09* (−0.16,−0.03)

Executive function TB 0.08* (0.05,0.12) 0.20* (0.00, 0.40) −0.01 (−0.14, 0.11) 0.12* (0.04,0.19)
DS −0.11* (−0.17,−0.05) −0.77* (−1.28,−0.26) 0.03 (−0.20, 0.26) −0.17* (−0.30,−0.03)

Memory LMD −0.41* (−0.46,−0.35) 0.23 (−0.40, 0.86) −0.63* (−0.80,−0.46) −0.27* (−0.39,−0.15)
CF −0.21* (−0.27,−0.14) −0.74 (−1.73, 0.26) −0.17 (−0.36, 0.02) −0.13 (−0.29,0.03)

Language BN −0.03* (−0.06,0.00) 0.35* ( 0.15, 0.55) −0.17* (−0.26,−0.07) 0.04 (−0.07,0.15)

Attention TA −0.04* (−0.08,0.00) −0.15 (−0.49, 0.19) −0.10 (−0.21, 0.01) 0.01 (−0.07,0.10)
DSF 0.05 (−0.00,0.10) 0.06 (−0.32, 0.44) 0.01 (−0.11, 0.13) 0.07 (−0.10,0.25)

Cerebrovascular EH −0.02 (−0.23,0.18) −1.10 (−2.53, 0.34) 0.39 (−0.16, 0.93) −0.11 (−0.55,0.33)

Functional abilities IADLs 0.12* (0.10,0.14) 0.40* ( 0.03, 0.76) 0.21* ( 0.14, 0.28) 0.03 (−0.05,0.10)

Behavioral assessment NPI-Q 0.06* (0.04,0.09) 0.19 (−0.17, 0.55) 0.11* ( 0.03, 0.19) 0.00 (−0.08,0.08)
GDS 0.07 (−0.07,0.21) −0.70 (−2.03, 0.62) 0.09 (−0.33, 0.50) 0.12 (−0.30,0.55)

Aging AGE 0.27* (0.20,0.33) 0.90* ( 0.39, 1.42) 0.38* ( 0.20, 0.56) 0.01 (−0.20,0.22)
*

Statistically signficant covariate effect based on 95% confidence interval.

Higher scores on TB and TA indicated worse conditions.