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Artificial Intelligence Support for Informal Patient Caregivers: A Systematic Review
Sahar Borna1, Michael J Maniaci2, Clifton R Haider3
1Division of Plastic Surgery, Mayo Clinic, 4500 San Pablo Rd, Jacksonville, FL 32224, USA.
Artificial intelligence (AI) offers promising support for informal caregivers, easing their burden. This technology provides adaptive assistance, enhancing caregiver effectiveness and well-being.
Area of Science:
- Gerontology and Artificial Intelligence
- Healthcare Technology and Informatics
Background:
- The global aging population increases demand for informal caregivers.
- Existing research and healthcare practices have a gap in addressing caregiver burden.
- Informal caregivers are crucial for supporting elderly individuals.
Purpose of the Study:
- To explore the role of artificial intelligence (AI) in supporting informal caregivers.
- To identify current AI applications and their effectiveness in caregiving.
- To fill the research gap concerning AI's impact on caregiver burden.
Main Methods:
- Systematic literature search across major academic databases (Google Scholar, PubMed, Scopus, IEEE Xplore, Web of Science).
- Adherence to PRISMA 2020 guidelines for study selection and screening.
- Inclusion of studies focusing on AI support for informal caregivers, published between 2012-2023.
Main Results:
- Ten studies met the inclusion criteria, globally distributed and published between 2012-2023.
- Eighty percent of the studies utilized machine learning techniques for AI development.
- Reported accuracies ranged from 71.60% to 99.33%, with specific models achieving high accuracy (93.42%-95.36%) and F-measures (93.30%-95.41%).
Conclusions:
- AI demonstrates significant potential in aiding informal caregivers and reducing their burden.
- AI tools offer smart, adaptive support, improving caregiver effectiveness and overall well-being.
- Further research is needed to explore diverse AI approaches and their long-term impact on caregiving.
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