Sensor-Based Assessment of Social Isolation and Loneliness in Older Adults: A Survey.
Deepa PrabhuMahnoosh KholghiMoid SandhuWei LuKatie PackerLiesel HigginsDavid Silvera-TawilPublished in: Sensors (Basel, Switzerland) (2022)
Social isolation (SI) and loneliness are 'invisible enemies'. They affect older people's health and quality of life and have significant impact on aged care resources. While in-person screening tools for SI and loneliness exist, staff shortages and psycho-social challenges fed by stereotypes are significant barriers to their implementation in routine care. Autonomous sensor-based approaches can be used to overcome these challenges by enabling unobtrusive and privacy-preserving assessments of SI and loneliness. This paper presents a comprehensive overview of sensor-based tools to assess social isolation and loneliness through a structured critical review of the relevant literature. The aim of this survey is to identify, categorise, and synthesise studies in which sensing technologies have been used to measure activity and behavioural markers of SI and loneliness in older adults. This survey identified a number of feasibility studies using ambient sensors for measuring SI and loneliness activity markers. Time spent out of home and time spent in different parts of the home were found to show strong associations with SI and loneliness scores derived from standard instruments. This survey found a lack of long-term, in-depth studies in this area with older populations. Specifically, research gaps on the use of wearable and smart phone sensors in this population were identified, including the need for co-design that is important for effective adoption and practical implementation of sensor-based SI and loneliness assessment in older adults.
Keyphrases
- healthcare
- social support
- room temperature
- mental health
- physical activity
- quality improvement
- primary care
- depressive symptoms
- palliative care
- cross sectional
- public health
- systematic review
- air pollution
- health information
- risk assessment
- case control
- particulate matter
- big data
- pain management
- deep learning
- social media
- affordable care act
- genetic diversity