1. Precision Health Interventions in Older Adults: A Systematic Review of Data-Driven Interventions Since 2010
- Author
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Kahkoska, Anna, Freeman, Nikki, Sperger, John, Zikry, Tarek, Shirazi, Daniela, Busby-Whitehead, Jan, Fei, Yu, Gordon-Larsen, Penny, Jones, Emily, Nelson, Amanda, Kosorok, Michael, and Batsis, John
- Subjects
geriatrics ,systematic review ,precision medicine ,Physical Sciences and Mathematics ,Medicine and Health Sciences ,Medical Specialties ,precision health ,older adults - Abstract
The paradigm of precision health aims to improve treatment decisions so that the right treatment is administered to the right patient at the right time. The long-term vision of precision health research is to leverage heterogeneity across physiology as well as broader contextual factors to produce algorithms for individualized treatment recommendations; these recommendations will be multidimensional and dynamic. Machine learning techniques, such as dynamic treatment rule estimations, can uncover heterogenous intervention responses and identify patient markers to guide selection of an optimal, individualized intervention. As the population of older adults continues to grow, guidelines for care emphasize the importance of tailoring care to individual-level. Although the potential impact for the paradigm of precision health to improve outcomes among complex and older adult populations has been discussed to our knowledge, the evidence base for such interventions remains scattered. This review will summarize the nature and impact of precision health interventions among older adults.
- Published
- 2022
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