Table 5.
Octo-Twin | LBLS | SLS | VLS | |||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Reasoning | Communication | Computation | Conundrums | |||||||||||||||
b | SE | P | b | SE | P | b | SE | P | b | SE | P | b | SE | P | b | SE | P | |
Intercept | 11.17 | 0.64 | <0.001 | 20.98 | 0.58 | <0.001 | 14.83 | 0.18 | <0.001 | 9.60 | 0.58 | <0.001 | 9.06 | 0.56 | <0.001 | 9.64 | 0.57 | <0.001 |
Age | −0.32 | 0.10 | 0.002 | −0.60 | 0.05 | <0.001 | −0.35 | 0.01 | <0.001 | −0.25 | 0.02 | <0.001 | −0.22 | 0.02 | <0.001 | −0.24 | 0.02 | <0.001 |
Sex | 0.10 | 0.59 | 0.862 | 2.58 | 0.82 | 0.002 | 1.40 | 0.24 | <0.001 | −0.12 | 0.31 | 0.700 | 0.42 | 0.31 | 0.170 | −0.19 | −0.19 | 0.300 |
Education | 0.39 | 0.14 | 0.015 | 1.24 | 0.15 | <0.001 | 0.48 | 0.05 | <0.001 | 0.29 | 0.05 | <0.001 | 0.25 | 0.05 | <0.001 | 0.32 | 0.05 | <0.001 |
Activity | 1.46 | 0.18 | <0.001 | 0.02 | 0.33 | 0.956 | 0.34 | 0.11 | 0.001 | 0.45 | 0.20 | 0.024 | 1.24 | 0.19 | <0.001 | 0.94 | 0.19 | <0.001 |
Age × activity | 0.05 | 0.06 | 0.389 | 0.09 | 0.04 | 0.020 | 0.01 | 0.01 | 0.286 | 0.00 | 0.02 | 0.876 | 0.04 | 0.02 | 0.078 | 0.02 | 0.02 | 0.447 |
Education × activity | −0.05 | 0.06 | 0.453 | 0.04 | 0.10 | 0.702 | −0.05 | 0.03 | 0.168 | −0.12 | 0.05 | 0.020 | 0.00 | 0.05 | 0.923 | 0.05 | 0.05 | 0.404 |
Time | −0.45 | 0.09 | <0.001 | −0.50 | 0.08 | <0.001 | −0.25 | 0.02 | <0.001 | −0.24 | 0.03 | <0.001 | −0.25 | 0.03 | <0.001 | −0.25 | 0.03 | <0.001 |
Age × time | −0.02 | 0.02 | 0.274 | −0.03 | 0.01 | 0.000 | −0.01 | 0.00 | <0.001 | −0.01 | 0.00 | <0.001 | −0.01 | 0.00 | <0.001 | −0.01 | 0.00 | <0.001 |
Sex × time | 0.09 | 0.10 | 0.367 | 0.07 | 0.11 | 0.536 | 0.01 | 0.02 | 0.545 | 0.02 | 0.03 | 0.598 | 0.04 | 0.03 | 0.232 | 0.01 | 0.03 | 0.643 |
Education × time | 0.03 | 0.02 | 0.224 | −0.06 | 0.02 | 0.008 | −0.01 | 0.00 | 0.092 | −0.01 | 0.01 | 0.091 | −0.01 | 0.00 | 0.061 | −0.01 | 0.00 | 0.138 |
Activity × time | 0.02 | 0.03 | 0.595 | 0.05 | 0.05 | 0.337 | 0.01 | 0.01 | 0.173 | 0.03 | 0.02 | 0.145 | 0.05 | 0.02 | 0.025 | −0.01 | 0.02 | 0.692 |
Activity change | 0.41 | 0.13 | 0.002 | 0.28 | 0.20 | 0.164 | 0.24 | 0.09 | 0.006 | 0.38 | 0.14 | 0.005 | 0.49 | 0.13 | <0.001 | 0.23 | 0.12 | 0.059 |
| ||||||||||||||||||
— | LBLS | SLS | VLS | |||||||||||||||
Fluency | Communication | Computation | Conundrums | |||||||||||||||
b | SE | P | b | SE | P | b | SE | P | b | SE | P | b | SE | P | ||||
| ||||||||||||||||||
Intercept | 30.94 | 0.66 | <0.001 | 36.46 | 0.46 | <0.001 | 11.68 | 0.53 | <0.001 | 11.28 | 0.55 | <0.001 | 11.73 | 0.53 | <0.001 | |||
Age | −0.31 | 0.05 | <0.001 | −0.34 | 0.04 | <0.001 | −0.08 | 0.02 | 0.001 | −0.08 | 0.02 | 0.002 | −0.07 | 0.02 | 0.006 | |||
Sex | 3.42 | 0.93 | <0.001 | 2.88 | 0.61 | <0.001 | 0.63 | 0.34 | 0.065 | 1.02 | 0.36 | 0.005 | 0.54 | 0.34 | 0.115 | |||
Education | 0.88 | 0.17 | <0.001 | 1.17 | 0.11 | <0.001 | 0.47 | 0.05 | <0.001 | 0.58 | 0.05 | <0.001 | 0.60 | 0.05 | <0.001 | |||
Activity | 1.14 | 0.37 | 0.002 | 1.03 | 0.27 | 0.001 | 1.80 | 0.22 | <0.001 | 0.81 | 0.22 | <0.001 | 1.68 | 0.21 | <0.001 | |||
Age × activity | 0.07 | 0.04 | 0.121 | 0.00 | 0.03 | 0.900 | 0.01 | 0.03 | 0.709 | 0.04 | 0.03 | 0.112 | 0.04 | 0.03 | 0.094 | |||
Education × activity | 0.05 | 0.11 | 0.651 | 0.00 | 0.08 | 0.995 | −0.12 | 0.06 | 0.042 | −0.04 | 0.05 | 0.489 | 0.03 | 0.06 | 0.659 | |||
Time | −0.22 | 0.11 | 0.052 | −0.42 | 0.04 | <0.001 | −0.11 | 0.03 | <0.001 | −0.13 | 0.03 | <0.001 | −0.13 | 0.03 | <0.001 | |||
Age × time | −0.02 | 0.01 | 0.015 | −0.02 | 0.00 | <0.001 | −0.01 | 0.00 | 0.001 | −0.01 | 0.00 | 0.001 | −0.01 | 0.00 | 0.001 | |||
Sex × time | −0.17 | 0.15 | 0.252 | 0.11 | 0.05 | 0.025 | 0.07 | 0.04 | 0.058 | 0.08 | 0.04 | 0.050 | 0.07 | 0.04 | 0.078 | |||
Education × time | 0.01 | 0.03 | 0.778 | −0.01 | 0.01 | 0.105 | 0.00 | 0.01 | 0.823 | 0.00 | 0.01 | 0.955 | 0.00 | 0.01 | 0.954 | |||
Activity × time | −0.06 | 0.07 | 0.350 | 0.02 | 0.02 | 0.324 | 0.00 | 0.03 | 0.868 | 0.02 | 0.03 | 0.448 | 0.01 | 0.03 | 0.793 | |||
Activity change | 0.49 | 0.30 | 0.097 | 0.50 | 0.20 | 0.012 | 0.76 | 0.18 | <0.001 | 0.68 | 0.18 | <0.001 | 0.48 | 0.16 | 0.003 | |||
| ||||||||||||||||||
Octo-Twin | LBLS | SLS | VLS | |||||||||||||||
Memory | Communication | Computation | Conundrums | |||||||||||||||
b | SE | P | b | SE | P | b | SE | P | b | SE | P | b | SE | P | b | SE | P | |
| ||||||||||||||||||
Intercept | 8.84 | 0.29 | <0.001 | 10.73 | 0.21 | <0.001 | 11.68 | 0.13 | <0.001 | 17.37 | 0.41 | <0.001 | 17.06 | 0.40 | <0.001 | 17.51 | 0.41 | <0.001 |
Age | −0.18 | 0.06 | 0.001 | −0.20 | 0.02 | <0.001 | −0.18 | 0.01 | <0.001 | −0.19 | 0.02 | <0.001 | −0.17 | 0.02 | <0.001 | −0.18 | 0.02 | <0.001 |
Sex | 0.91 | 0.99 | 0.006 | 1.41 | 0.30 | <0.001 | 1.40 | 0.18 | <0.001 | 1.58 | 0.26 | <0.001 | 2.13 | 0.27 | <0.001 | 1.50 | 0.26 | <0.001 |
Education | 0.35 | 0.07 | <0.001 | 0.25 | 0.05 | <0.001 | 0.26 | 0.03 | <0.001 | 0.23 | 0.04 | <0.001 | 0.25 | 0.04 | <0.001 | 0.30 | 0.04 | <0.001 |
Activity | 0.59 | 0.10 | <0.001 | 0.17 | 0.12 | 0.142 | 0.41 | 0.08 | <0.001 | 0.96 | 0.17 | <0.001 | 1.17 | 0.16 | <0.001 | 0.85 | 0.16 | <0.001 |
Age × activity | −0.01 | 0.04 | 0.930 | 0.00 | 0.01 | 0.776 | 0.00 | 0.01 | 0.901 | 0.07 | 0.02 | <0.001 | 0.06 | 0.02 | 0.002 | 0.06 | 0.02 | 0.002 |
Education × activity | −0.02 | 0.04 | 0.663 | 0.04 | 0.04 | 0.247 | 0.00 | 0.02 | 0.948 | −0.07 | 0.04 | 0.127 | −0.02 | 0.04 | 0.658 | −0.04 | 0.05 | 0.345 |
Time | −0.27 | 0.07 | <0.001 | −0.17 | 0.05 | 0.001 | −0.17 | 0.01 | <0.001 | −0.26 | 0.03 | <0.001 | −0.26 | 0.03 | <0.001 | −0.28 | 0.03 | <0.001 |
Age × time | 0.00 | 0.02 | 0.947 | 0.00 | 0.00 | 0.627 | −0.01 | 0.00 | <0.001 | −0.01 | 0.00 | <0.001 | −0.01 | 0.00 | <0.001 | −0.01 | 0.00 | <0.001 |
Sex × time | 0.06 | 0.08 | 0.465 | −0.03 | 0.07 | 0.705 | 0.03 | 0.02 | 0.112 | −0.01 | 0.03 | 0.783 | −0.01 | 0.03 | 0.736 | −0.01 | 0.03 | 0.660 |
Education × time | 0.00 | 0.02 | 0.932 | 0.01 | 0.01 | 0.691 | 0.00 | 0.00 | 0.549 | 0.00 | 0.01 | 0.349 | 0.00 | 0.00 | 0.349 | −0.01 | 0.00 | 0.246 |
Activity × time | 0.03 | 0.02 | 0.231 | 0.04 | 0.03 | 0.216 | 0.00 | 0.01 | 0.827 | 0.01 | 0.02 | 0.708 | 0.00 | 0.02 | 0.923 | 0.03 | 0.02 | 0.164 |
Activity change | 0.35 | 0.09 | <0.001 | 0.25 | 0.12 | 0.039 | 0.25 | 0.07 | 0.001 | 0.71 | 0.13 | <0.001 | 0.78 | 0.12 | <0.001 | 0.18 | 0.12 | 0.126 |
| ||||||||||||||||||
Semantic knowledge | Octo-Twin | LBLS | SLS | VLS | ||||||||||||||
Communication | Computation | Conundrums | ||||||||||||||||
b | SE | P | b | SE | P | b | SE | P | b | SE | P | b | SE | P | b | SE | P | |
| ||||||||||||||||||
Intercept | 31.60 | 0.69 | <0.001 | 37.89 | 0.59 | <0.001 | 24.54 | 0.23 | <0.001 | 44.23 | 0.68 | <0.001 | 43.66 | 0.68 | <0.001 | 44.07 | 0.69 | <0.001 |
Age | −0.40 | 0.14 | 0.004 | −0.29 | 0.05 | <0.001 | 0.01 | 0.02 | 0.501 | 0.09 | 0.03 | 0.004 | 0.11 | 0.03 | <0.001 | 0.09 | 0.03 | 0.004 |
Sex | −5.17 | 0.85 | <0.001 | 1.60 | 0.84 | 0.056 | 0.12 | 0.31 | 0.688 | −0.07 | 0.44 | 0.865 | 0.68 | 0.46 | 0.137 | −0.18 | 0.45 | 0.687 |
Education | 1.60 | 0.20 | <0.001 | 0.95 | 0.15 | <0.001 | 0.99 | 0.06 | <0.001 | 0.58 | 0.07 | <0.001 | 0.65 | 0.07 | <0.001 | 0.72 | 0.07 | <0.001 |
Activity | 2.21 | 0.25 | <0.001 | 0.75 | 0.34 | 0.026 | 0.81 | 0.14 | <0.001 | 1.97 | 0.28 | <0.001 | 1.77 | 0.28 | <0.001 | 1.37 | 0.27 | <0.001 |
Age × activity | 0.03 | 0.09 | 0.737 | 0.05 | 0.04 | 0.199 | 0.02 | 0.02 | 0.277 | 0.05 | 0.03 | 0.113 | 0.06 | 0.03 | 0.074 | 0.07 | 0.03 | 0.039 |
Education × activity | −0.23 | 0.10 | 0.014 | −0.05 | 0.10 | 0.647 | −0.05 | 0.04 | 0.206 | −0.33 | 0.07 | <0.001 | −0.28 | 0.07 | <0.001 | −0.09 | 0.08 | 0.242 |
Time | −0.92 | 0.12 | <0.001 | −0.40 | 0.09 | <0.001 | −0.11 | 0.01 | <0.001 | 0.03 | <0.001 | −0.14 | 0.03 | <0.001 | −0.16 | 0.03 | <0.001 | |
Age × time | −0.05 | 0.03 | 0.064 | −0.03 | 0.01 | <0.001 | −0.01 | 0.00 | <0.001 | −0.01 | 0.00 | <0.001 | −0.01 | 0.00 | <0.001 | −0.01 | 0.00 | <0.001 |
Sex × time | 0.30 | 0.14 | 0.036 | 0.05 | 0.12 | 0.678 | 0.06 | 0.02 | 0.001 | 0.03 | 0.04 | 0.379 | 0.02 | 0.04 | 0.533 | 0.03 | 0.04 | 0.439 |
Education × time | 0.04 | 0.03 | 0.155 | −0.03 | 0.02 | 0.185 | 0.00 | 0.00 | 0.447 | 0.00 | 0.01 | 0.510 | 0.00 | 0.01 | 0.725 | 0.00 | 0.01 | 0.453 |
Activity × time | −0.02 | 0.04 | 0.571 | 0.03 | 0.05 | 0.627 | 0.01 | 0.01 | 0.069 | 0.02 | 0.02 | 0.442 | −0.01 | 0.02 | 0.773 | 0.01 | 0.02 | 0.524 |
Activity change | 0.47 | 0.17 | 0.005 | 0.44 | 0.20 | 0.027 | 0.26 | 0.07 | <0.001 | 0.49 | 0.15 | 0.001 | 0.53 | 0.14 | <0.001 | 0.49 | 0.13 | <0.001 |
Values represent model coefficients and their standard error. Across all studies, time was measured in years since baseline visit, and activity change was entered as a time-varying covariate. All other variables represent baseline measurements alone, in interaction with one another or in interaction with time.