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Danan Gu

                                      ing, such as self-prioritized importance of economic conditions, family support, or longev-
                                      ity gene in determining successful aging (Phelan, Anderson, Lacroix et al, 2004; Matsu-
                                      bayashi, Ishine, Wada et al., 2006), we only used subjective measures that are closely re-
                                      lated to psychological well-being or the quality of life that are available in the CLHLS.
                                      Future research should include more psychological and social factors in classifying con-
                                      cordance and discordance of OSA and SSA. Secondly, we only constructed four subtypes
                                      for the variable of concordance and discordance of OSA and SSA based on two dicho-
                                      tomous variables. Although it provided more information on successful aging than OSA or
                                      SSA alone, this classification is very crude, and mainly exploratory. A more sophisticated
                                      classification is needed to further identify or distinguish different groups of older people in
                                      clinical or community settings to prioritize patient-specific care and services. In the mean-
                                      time, there is still  a long  way to adequately incorporate the  notion of successful aging
                                      classification  in  public  healthcare systems to monitor and  manage population  health
                                      beyond specific diseases and conditions.
                                        Despite the limitations discussed above, our findings underscore the bio-psychosocial
                                      model of successful aging that identifies subtypes that appear to represent distinct groups
                                      with regard to concordance and discordance between objective and subjective measures of
                                      successful aging. We believe that the use and further exploration of joint classification of
                                      objectively and subjectively  measured successful  aging could help  to better understand
                                      mortality risk-differentiated groups of successful aging, both objectively and subjectively.

                                      Conflict of Interest and Funding
                                      No conflict of interest has been reported by the author. The author also wishes to make a
                                      disclaimer that the views expressed in this paper are solely those of his own and do not
                                      reflect those of the United Nations.
                                      Acknowledgements

                                      This article is based on a publicly available dataset derived from an ongoing project of the
                                      Chinese Longitudinal Healthy Longevity Survey (CLHLS). The CLHLS is supported by
                                      R01 AG023627-01 (Yi Zeng,  principal  investigator) awarded  to Duke University. The
                                      CLHLS is also supported  by the United  Nations Population Fund (UNFPA), the  China
                                      Natural Science Foundation, the China Social Sciences Foundation, the Hong Kong Re-
                                      search Grants Council, and the Max Planck Institute for Demographic Research, which
                                      provided support for international training. Thanks also go to two anonymous reviewers
                                      and Professor Bernardo Lanza Queiroz, Professor Jesscia Sautter, and Professor Melanie S.
                                      Brasher for their helpful comments.
                                      Ethics Statement

                                      Ethics approval was obtained from the  Institutional Review Board  at Duke University
                                      Medical Center, the Division of Social Sciences, Peking University, and the National Bu-
                                      reau of Statistics of China.
                                      References

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