Table 2.
Model | Formula | Number of regression parameters | Number of smoothing parameters | Effective degrees of freedom | Corrected Akaike Information Criteria |
---|---|---|---|---|---|
R-MS | |||||
M1 | tensor(t,age) + sex | 31 | 2 | 13.27 | 13,826.47 |
M2 | tensor(t,age) + sex + s2(year of onset of symptoms) | 35 | 3 | 16.10 | 13,811.33 |
M3 | tensor(t,age) + sex + s1(EDI) | 35 | 3 | 16.42 | 13,796.10 |
M4 | tensor(t,age) + sex + s1(EDI) + s2(year of onset of symptoms) | 39 | 4 | 18.61 | 13,780.76 |
M5 | tensor(t,age) + sex + s1(EDI) + s2(t)∗EDI | 39 | 4 | 17.59 | 13,792.95 |
M6 | tensor(t,age) + sex + s1(EDI) + s2(year of onset of symptoms) + s3(year of onset of symptoms)∗EDI | 43 | 5 | 21.07 | 13,780.19 |
PPMS | |||||
M1 | tensor(t,age) + sex | 31 | 2 | 11.44 | 4923.41 |
M2 | tensor(t,age) + sex + s2(year of onset of symptoms) | 35 | 3 | 12.14 | 4921.56 |
M3 | tensor(t,age) + sex + s1(EDI) | 35 | 3 | 14.17 | 4922.70 |
M4 | tensor(t,age) + sex + s1(EDI) + s2(year of onset of symptoms) | 39 | 4 | 14.93 | 4920.28 |
M5 | tensor(t,age) + sex + s1(EDI) + s2(t)∗EDI | 39 | 4 | 15.55 | 4924.43 |
M6 | tensor(t,age) + sex + s1(EDI) + s2(year of onset of symptoms) + s3(year of onset of symptoms)∗EDI | 43 | 5 | 16.02 | 4922.18 |
For R-MS, the knots' locations for time were (0.1, 12.1, 16.8, 21.3, 25.6, 30.0), for age were (−19.5, −2.3, 5.2, 13.3, 39.2), for EDI were (−11.1, −2.6, −0.6, 2.0, 32.1) and for year of onset of symptoms were (−39, −9, 0, 7, 16). For PPMS, the knots' locations for time were (2.3, 10.1, 14.2, 18.6, 23.3, 29.9), for age were (−28.7, −7.3, 1.4, 7.8, 29.5), for EDI were (−8.3, −2.5, −0.6, 1.9, 28.6) and for year of onset were (−39, −8, 0, 6, 15).
A reading guide accompanying table to describe model building strategy is available in the Supplemental Materials.