Skip to main content

Identification of Ideal Contexts to Issue Reminders for Persons with Dementia

  • Conference paper
Book cover Ambient Assisted Living and Daily Activities (IWAAL 2014)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 8868))

Included in the following conference series:

  • 2810 Accesses

Abstract

Dementia is a global health concern that primarily effects cognitive functioning, leading to forgetfulness and reducing the capacity for independent living. In this paper, we present an app designed as a reminding aid for persons with dementia as part of a 12-month randomised control trial with 125 participants who have shown a decline in cognition, evaluated by a Modified Mini-Mental State Exam (TC cohort). The app was also evaluated by healthy adults from the University of Ulster (HC cohort). In addition to reminding, the app also acts as a sensor data collection tool, which records selective data from a range of sensors around the time a reminder is delivered in an effort to gain an insight into relevant contextual information. To date, over 3000 sensor recordings from both cohorts have been collected and analysed. The recordings have been used to develop and validate a model that can identify in which contexts a reminder is typically acknowledged or missed, allowing for context-aware delivery of reminders or notifications at a time when the individual is mostly likely to receive the prompt. Using data from both cohorts weakened the accuracy of the model for the TC cohort, signifying that the TC cohort require their own non-generalised model. Future work will involve implementing the models developed into the app based on the existing TC data, so that the reminder delivery can be altered in real-time for this cohort.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. Guerchet, M., Prina, M., Prince, M.: Policy Brief for Heads of Government: The Global Impact of Dementia 2013–2050 (2013), http://www.alz.co.uk/research/G8-policy-brief

  2. Mazaheri, M., Eriksson, L.E., Heikkilä, K., Nasrabadi, A.N., Ekman, S.-L., Sunvisson, H.: Experiences of living with dementia: qualitative content analysis of semi-structured interviews. J. Clin. Nurs. 22, 3032–3041 (2013)

    Article  Google Scholar 

  3. Mason, S., Craig, D., O’Neill, S., Donnelly, M., Nugent, C.: Electronic reminding technology for cognitive impairment. Br. J. Nurs. 21, 855–861

    Google Scholar 

  4. O’Neill, S., Mason, S., Parente, G., Donnelly, M., Nugent, C., McClean, S., Scotney, B., Craig, D.: Video Reminders as Cognitive Prosthetics for People with Dementia. Ageing Int. 36, 267–282 (2011)

    Article  Google Scholar 

  5. Zhou, S., Chu, C.-H., Yu, Z., Kim, J.: A context-aware reminder system for elders based on fuzzy linguistic approach. Expert Syst. Appl. 39, 9411–9419 (2012)

    Article  Google Scholar 

  6. Mark, G., Gudith, D., Klocke, U.: The cost of interrupted work: more speed and stress. In: Proc. SIGCHI Conf. …, pp. 8–11 (2008)

    Google Scholar 

  7. Hersh, N., Treadgold, L.: Neuropage: The rehabilitation of memory dysfunction by prosthetic memory and cueing. NeuroRehabilitation 4, 187–197 (1994)

    Google Scholar 

  8. Tu, Y., Chen, L., Lv, M., Ye, Y., Huang, W., Chen, G.: iReminder: An Intuitive Location-Based Reminder That Knows Where You Are Going. Int. J. Hum. Comput. Interact. 29, 838–850 (2013)

    Article  Google Scholar 

  9. Pollack, M., Brown, L., Colbry, D.: Autominder: An intelligent cognitive orthotic system for people with memory impairment. Rob. Auton. Syst., 1–10 (2003)

    Google Scholar 

  10. Zhang, D., Hariz, M., Mokhtari, M.: Assisting Elders with Mild Dementia Staying at Home. In: 2008 Sixth Annu. IEEE Int. Conf. Pervasive Comput. Commun., pp. 692–697 (2008)

    Google Scholar 

  11. Zhang, S., McClean, S.I., Nugent, C.D., Donnelly, M.P., Galway, L., Scotney, B.W., Cleland, I.: A predictive model for assistive technology adoption for people with dementia. IEEE J. Biomed. Heal. informatics 18, 375–383 (2014)

    Article  Google Scholar 

  12. Hartin, P.J., Nugent, C.D., McClean, S.I., Cleland, I., Norton, M.C., Sanders, C., Tschanz, J.T.: A smartphone application to evaluate technology adoption and usage in persons with dementia. In: Conference proceedings: Annual International Conference of the IEEE Engineering in Medicine and Biology Society, Chicago, pp. 5389–5392 (2014)

    Google Scholar 

  13. Tschanz, J.T., Norton, M.C., Zandi, P.P., Lyketsos, C.G.: The Cache County Study on Memory in Aging: factors affecting risk of Alzheimer’s disease and its progression after onset. Int. Rev. Psychiatry. 25, 673–685 (2013)

    Article  Google Scholar 

  14. Tschanz, J.T., Welsh-Bohmer, K.A., Plassman, B.L., Norton, M.C., Wyse, B.W., Breitner, J.C.S., Group, T.C.C.S.: An Adaptation of the Modified Mini-Mental State Examination: Analysis of Demographic Influences and Normative Data: The Cache County Study. Cogn. Behav. Neurol. 15 (2002)

    Google Scholar 

  15. Poppinga, B., Heuten, W., Boll, S.: Sensor-Based Identification of Opportune Moments for Triggering Notifications. IEEE Pervasive Comput. 13, 22–29 (2014)

    Article  Google Scholar 

  16. Figo, D., Diniz, P.C., Ferreira, D.R., Cardoso, J.M.P.: Preprocessing techniques for context recognition from accelerometer data. Pers. Ubiquitous Comput. 14, 645–662 (2010)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2014 Springer International Publishing Switzerland

About this paper

Cite this paper

Hartin, P.J. et al. (2014). Identification of Ideal Contexts to Issue Reminders for Persons with Dementia. In: Pecchia, L., Chen, L.L., Nugent, C., Bravo, J. (eds) Ambient Assisted Living and Daily Activities. IWAAL 2014. Lecture Notes in Computer Science, vol 8868. Springer, Cham. https://doi.org/10.1007/978-3-319-13105-4_53

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-13105-4_53

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-13104-7

  • Online ISBN: 978-3-319-13105-4

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics