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Danan Gu

                                        Thirdly, in women, when compared to Type I (the concordance of not-OSA & not-SSA
                                      type), Type IV (the concordance of OSA & SSA type, the third row in Panel C) had 25–71%
                                      lower risk of mortality. The corresponding figures in men were 43–56%. These reduced
                                      ratios were significant except for male centenarians.
                                        Fourthly,  in the  case of OSA (Panel D), the survival difference  between SSA and
                                      not-SSA (i.e., Type IV  versus Type III) was non-significant for  both women and men
                                      across four age groups, which is consistent with the Kaplan-Meier findings in Figures 2
                                      and 3 where no factors were controlled for.
                                        Fifthly, for those who were SSA, the difference in mortality risk between OSA and
                                      not-OSA (i.e., Type IV versus Type I) was significant in some age groups (Panel E). For
                                      women, the difference was significant in octogenarians and centenarians, whereas for men
                                      it was significant in octogenarians and nonagenarians.
                                        Sixthly, in Panel F the subtype of SSA & OSA was associated with lower mortality risk
                                      for both women and men in all age groups (except women ages 65–79) compared to all
                                      other types combined. In women, compared to their counterparts who were either not-OSA
                                      or not-SSA or both not-OSA & not-SSA (i.e., Types I, II, and III were combined into one
                                      category), those who were OSA & SSA (Type IV) had a 47–70% lower ratio of mortality
                                      in three age groups above age 80. In men, Type IV was associated with 32–50% lower
                                      ratio of mortality.
                                      4. Discussion

                                      Prior research suggested  that  objective  measurements and self-rating tools can be used
                                      together to refine the classification of successful aging (Cernin, Lysack, and Lichtenberg,
                                      2011; Pruchno, Wilson-Genderson, Rose et al., 2010). In this study, with a large nationally
                                      representative sample focusing on the oldest-old, we showed how objectively and subjec-
                                      tively measured indicators of successful aging can be used jointly to construct different
                                      mortality-predictive subtypes among Chinese older adults, a group that is understudied in
                                      the existing literature of successful aging. Subjectively measured successful aging indica-
                                      tors reflect respondents’ own feelings and likely include some conditions that are unob-
                                      served by researchers or medical personnel. Therefore, the distinctive subtypes from the
                                      joint classification of objectively and subjectively measured indicators of successful aging
                                      are expected to have added value to better predict subsequent mortality.
                                        Literature has shown that  objectively-defined and subjectively-rated successful  aging
                                      measurements could differentiate survivorship in the overall population whether they are
                                      used alone or both are simultaneously presented in the model (Stenholm, Koster, Valkei-
                                      nen et al., 2015; Brown, Thompson, Zack et al., 2015; Diener and Chan, 2011); our results
                                      confirm these findings. However, our approach has extra value for distinguishing subpo-
                                      pulations in terms of  mortality risk. Specifically, our  findings revealed that when older
                                      adults were not-OSA, there was a significant difference in mortality risk between SSA and
                                      not-SSA (i.e., Type II versus Type I). This is also true that when older adults were not-SSA,
                                      there was a significant difference in mortality between OSA and not-OSA (i.e., Type III
                                      versus Type I). The difference in the latter scenario was likely greater than the difference
                                      in the former scenario. However, when older adults were OSA, there was no difference in
                                      mortality risk between SSA and not-SSA (i.e., Type IV versus Type III); and when older
                                      adults were SSA, the lower mortality risk associated with OSA versus not-OSA (i.e., Type
                                      IV versus Type I) was not universal across age groups.
                                        Overall, the findings of the current study about differential mortality risk across sub-
                                      types of successful aging suggest that the added value of concordance and discordance
                                      between OSA and SSA is important not only for those who are both OSA and SSA, but

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