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About
This is a pilot study to develop a reinforcement learning (RL)-adaptive visual and interactive support application (hereafter RL-adaptive support) to help young adults with spina bifida or cerebral palsy become more independent with medication management. Individuals with disabilities who are empowered to manage several aspects of their lives can ultimately be better integrated into and contribute more to society.
Full description
In this study, an application will be iteratively developed and tested using RL-adaptive support for young adults with disabilities, with the goal to promote the transition to independent self-medication administration among young adults with cerebral palsy and spina bifida.
Stochastic mathematical models of how individuals with varying levels of executive function and psychomotor skills will respond to the interventions (i.e. the different types and formats of messages) of the RL-adaptive support will be developed.
Up to 6 dyads of individuals with disabilities and their caregivers were intended to be recruited to collaborate in defining the features and content of the RL-adaptive support. The investigators recruited 3 dyads.
The steps in developing the RL-adaptive support include having the dyads use for approximately 6 weeks each:
The goal was to reduce the number of caregiver prompts necessary for the medication pillbox to be opened. Using these data, the number and type of prompts necessary for the caregiver to open the electronic pillbox can be determined. In case the young adult does not open the electronic pillbox within two hours, the caregiver will be notified so that pills are not missed. In each step, the useful features of the system will be determined via qualitative and quantitative feedback with specific suggestions about how to improve this supportive system.
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Inclusion criteria
For young adult:
For parent/caregiver:
Exclusion criteria
• Those who do not fulfill the inclusion criteria will be excluded from the study
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6 participants in 1 patient group
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Data sourced from clinicaltrials.gov
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