TY - JOUR
T1 - A viewpoint on change point modeling for cognitive aging research
T2 - Moving from description to intervention and practice
AU - Sprague, Briana N.
AU - Freed, Sara A.
AU - Phillips, Christine B.
AU - Ross, Lesley A.
N1 - Funding Information:
Briana N. Sprague received support by the Albert and Lorraine Kligman Graduate Fellowship , The Pennsylvania State University .
Publisher Copyright:
© 2019 Elsevier B.V.
PY - 2020/3
Y1 - 2020/3
N2 - Chronological age is a commonly-used time metric, but there may be more relevant time measures in older adulthood. This paper reviews change point modeling, a type of analysis increasingly common in cognitive aging research but with limited application in applied research. Here, we propose a new application of such models for cognitive training studies. Change point models have the potential to assess intervention outcomes such as compression of morbidity or reduced decline after an event (e.g., reduced cognitive decline after a dementia diagnosis) as well as changes in outcome trajectories across different intervention dosages (e.g., initial vs. booster training). Through change point modeling, we can better understand how interventions impact cognitive aging trajectories.
AB - Chronological age is a commonly-used time metric, but there may be more relevant time measures in older adulthood. This paper reviews change point modeling, a type of analysis increasingly common in cognitive aging research but with limited application in applied research. Here, we propose a new application of such models for cognitive training studies. Change point models have the potential to assess intervention outcomes such as compression of morbidity or reduced decline after an event (e.g., reduced cognitive decline after a dementia diagnosis) as well as changes in outcome trajectories across different intervention dosages (e.g., initial vs. booster training). Through change point modeling, we can better understand how interventions impact cognitive aging trajectories.
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U2 - 10.1016/j.arr.2019.101003
DO - 10.1016/j.arr.2019.101003
M3 - Review article
C2 - 31881367
AN - SCOPUS:85077723502
SN - 1568-1637
VL - 58
JO - Ageing Research Reviews
JF - Ageing Research Reviews
M1 - 101003
ER -