A viewpoint on change point modeling for cognitive aging research: Moving from description to intervention and practice.
A viewpoint on change point modeling for cognitive aging research: Moving from description to intervention and practice.
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DOI:
10.1016/j.arr.2019.101003
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发表时间:
2020-03
影响因子:
13.1
通讯作者:
Ross LA
中科院分区:
文献类型:
--
作者:
Sprague BN;Freed SA;Phillips CB;Ross LA
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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