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Ontology-Based Knowledge Management for Comprehensive Geriatric Assessment and Reminiscence Therapy on Social Robots

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Data Science for Healthcare

Abstract

MARIO is an assistive robot that has to support a set of knowledge-intensive tasks aimed at increasing autonomy and reducing loneliness in people with dementia and supporting caregivers in their activity to assess patients’ cognitive status. Examples of knowledge-intensive tasks are the comprehensive geriatric assessment (CGA) and the delivery of reminiscence therapy. In order to enable these tasks, MARIO features a set of abilities implemented by pluggable software applications. MARIO’s abilities contribute to and benefit from a common knowledge management framework. For example, the ability associated with the CGA retrieves questions to be posed to the patient from the framework and stores the obtained answers and associated relevant metadata. In this work we presents the MARIO knowledge management software framework, which combines robotics with ontology-based approaches and Semantic Web technologies. It consists of (1) a set of interconnected and modularized ontologies, meant to model all knowledge areas that are relevant for MARIO abilities, and (2) a set of software interfaces that provide high-level access to the ontology network and its associated knowledge base. Finally, we demonstrate how the knowledge management framework supports the applications for CGA and reminiscence therapy, implemented on top of the knowledge base.

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References

  1. Allocca, C., d’Aquin, M., Motta, E.: DOOR - towards a formalization of ontology relations. In: Proceedings of the International Conference on Knowledge Engineering and Ontology Development, pp. 13–20 (2009)

    Google Scholar 

  2. Bandera, A., Bandera, J.P., Bustos, P., Calderita, L.V., nas, A.D., Fernández, F., Fuentetaja, R., García-Olaya, A., García-Polo, F.J., González, J.C., Iglesias, A., Manso, L.J., Marfil, R., Pulido, J.C., Reuther, C., Romero-Garcés, A., Suárez, C.: CLARC: a robotic architecture for comprehensive geriatric assessment. In: 17th Workshop of Physical Agents (2016)

    Google Scholar 

  3. Batrancourt, B., Dojat, M., Gibaud, B., Kassel, G.: A core ontology of instruments used for neurological, behavioral and cognitive assessments. In: Proceedings of the 6th International Conference on Formal Ontology in Information Systems, pp. 185–198 (2010)

    Google Scholar 

  4. Bemelmans, R., Gelderblom, G.J., Jonker, P., de Witte, L.: Socially assistive robots in elderly care: a systematic review into effects and effectiveness. J. Am. Med. Dir. Assoc. 13(2), 114–120.e1 (2012)

    Article  Google Scholar 

  5. Blomqvist, E., Presutti, V., Daga, E., Gangemi, A.: Experimenting with extreme design. In: Proceedings of the 17th International Conference on Knowledge Engineering and Management by the Masses, EKAW’10, pp. 120–134. Springer, Berlin (2010)

    Chapter  Google Scholar 

  6. Bouamrane, M.M., Rector, A., Hurrell, M.: Development of an ontology for a preoperative risk assessment clinical decision support system. In: Proceedings of 22nd IEEE International Symposium on Computer-Based Medical Systems, pp. 1–6 (2009)

    Google Scholar 

  7. Bruno, B., Mastrogiovanni, F., Sgorbissa, A.: Functional requirements and design issues for a socially assistive robot for elderly people with mild cognitive impairments. In: 2013 IEEE RO-MAN, pp. 768–773 (2013)

    Google Scholar 

  8. Casey, D., Felzmann, H., Pegman, G., Kouroupetroglou, C., Murphy, K., Koumpis, A., Whelan, S.: What people with dementia want: designing MARIO an acceptable robot companion. In: Miesenberger, K., Bühler, C., Penaz, P. (eds.) Computers Helping People with Special Needs, pp. 318–325. Springer, Cham (2016)

    Chapter  Google Scholar 

  9. Dautenhahn, K.: Robots we like to live with?! - a developmental perspective on a personalized, life-long robot companion. In: RO-MAN 2004. 13th IEEE International Workshop on Robot and Human Interactive Communication, pp. 17–22 (2004)

    Google Scholar 

  10. Etters, L., Goodall, D., Harrison, B.E.: Caregiver burden among dementia patient caregivers: a review of the literature. J. Am. Acad. Nurse Pract. 20(8), 423–428 (2008)

    Article  Google Scholar 

  11. European Coordination Hub for Open Robotics Development (ECHORD++): Robotics for the comprehensive geriatric assessment (CGA) challenge (2015). http://echord.eu/portal/ProposalDocuments/download/9

  12. Feil-Seifer, D., Matarić, M.J.: Socially assistive robotics. IEEE Robot. Autom. Mag. 18(1), 24–31 (2011)

    Article  Google Scholar 

  13. Fong, T., Nourbakhsh, I., Dautenhahn, K.: A survey of socially interactive robots. Robot. Auton. Syst. 42(34), 143–166 (2003)

    Article  Google Scholar 

  14. Gangemi, A., Presutti, V.: Ontology design patterns. In: Staab, S., Studer, R. (eds.) Handbook on Ontologies, pp. 221–243. Springer, Berlin (2009)

    Chapter  Google Scholar 

  15. Gangemi, A., Alam, M., Asprino, L., Presutti, V., Recupero, D.R.: Framester: a wide coverage linguistic linked data hub. In: 20th International Conference on Knowledge Engineering and Knowledge Management, pp. 239–254 (2016)

    Google Scholar 

  16. Gross, H.M., Schroeter, C., Mueller, S., Volkhardt, M., Einhorn, E., Bley, A., Martin, C., Langner, T., Merten, M.: Progress in developing a socially assistive mobile home robot companion for the elderly with mild cognitive impairment. In: 2011 IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 2430–2437 (2011)

    Google Scholar 

  17. Gruber, T.: A translation approach to portable ontology specifications. Knowl. Acquis. 5(2), 199–220 (1993)

    Article  Google Scholar 

  18. Heerink, M., Kröse, B., Evers, V., Wielinga, B.: Assessing acceptance of assistive social agent technology by older adults: the Almere model. Int. J. Soc. Robot. 2(4), 361–375 (2010)

    Article  Google Scholar 

  19. Huschilt, J., Clune, L.: The use of socially assistive robots for dementia care. J. Gerontol. Nurs. 38(10), 15–19 (2012)

    Article  Google Scholar 

  20. Korchut, A., Szklener, S., Abdelnour, C., Tantinya, N., Hernandez-Farigola, J., Ribes, J.C., Skrobas, U., Grabowska-Aleksandrowicz, K., Szczȩśniak-Stańczyk, D., Rejdak, K.: Challenges for service robots-requirements of elderly adults with cognitive impairments. Front. Neurol. 8, 228 (2017)

    Google Scholar 

  21. Lauriks, S., Reinersmann, A., der Roest, H.V., Meiland, F., Davies, R., Moelaert, F., Mulvenna, M., Nugent, C., Droes, R.: Review of ICT-based services for identified unmet needs in people with dementia. Ageing Res. Rev. 6(3), 223–246 (2007)

    Article  Google Scholar 

  22. Lazar, A., Thompson, H., Demiris, G.: A systematic review of the use of technology for reminiscence therapy. Health Educ. Behav. 41(1 Suppl.), 51S–61S (2014)

    Article  Google Scholar 

  23. Lemaignan, S., Ros, R., Mösenlechner, L., Alami, R., Beetz, M.: ORO, a knowledge management platform for cognitive architectures in robotics. In: 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems, pp. 3548–3553 (2010)

    Google Scholar 

  24. Lim, G.H., Suh, I.H., Suh, H.: Ontology-based unified robot knowledge for service robots in indoor environments. IEEE Trans. Syst. Man Cybern. A Syst. Human 41(3), 492–509 (2011)

    Article  Google Scholar 

  25. Lin, Y.C., Dai, Y.T., Hwang, S.L.: The effect of reminiscence on the elderly population: a systematic review. Public Health Nurs. 20(4), 297–306 (2003)

    Article  Google Scholar 

  26. Marti, P., Bacigalupo, M., Giusti, L., Mennecozzi, C., Shibata, T.: Socially assistive robotics in the treatment of behavioural and psychological symptoms of dementia. In: The First IEEE/RAS-EMBS International Conference on Biomedical Robotics and Biomechatronics, pp. 483–488 (2006)

    Google Scholar 

  27. Martinez-Martin, E., del Pobil, A.P.: Personal robot assistants for elderly care: an overview. In: Costa, A., Julian, V., Novais, P. (eds.) Personal Assistants: Emerging Computational Technologies, pp. 77–91. Springer, Cham (2018)

    Chapter  Google Scholar 

  28. Mordoch, E., Osterreicher, A., Guse, L., Roger, K., Thompson, G.: Use of social commitment robots in the care of elderly people with dementia: a literature review. Maturitas 74(1), 14–20 (2013)

    Article  Google Scholar 

  29. Moyle, W., Cooke, M., Beattie, E., Jones, C., Klein, B., Cook, G., Gray, C.: Exploring the effect of companion robots on emotional expression in older adults with dementia: a pilot randomized controlled trial. J. Gerontol. Nurs. 39(5), 46–53 (2013)

    Article  Google Scholar 

  30. Oren, E., Heitmann, B., Decker, S.: ActiveRDF: Embedding Semantic Web data into object-oriented languages. Web Semant. 6(3), 191–202 (2008)

    Article  Google Scholar 

  31. OWL 2 Web Ontology Language Document Overview. W3C Recommendation (2009). http://www.w3.org/TR/owl2-overview/

  32. Pilotto, A., Sancarlo, D., Panza, F., Paris, F., D’Onofrio, G., Cascavilla, L., Addante, F., Seripa, D., Solfrizzi, V., Dallapiccola, B., Franceschi, M., Ferrucci, L.: The Multidimensional Prognostic Index (MPI), based on a comprehensive geriatric assessment predicts short- and long-term mortality in hospitalized older patients with dementia. J. Alzheimers Dis. 18(1), 191–199 (2009)

    Article  Google Scholar 

  33. Prestes, E., Carbonera, J.L., Fiorini, S.R., Jorge, V.A.M., Abel, M., Madhavan, R., Locoro, A., Goncalves, P., Barreto, M.E., Habib, M., Chibani, A., Gérard, S., Amirat, Y., Schlenoff, C.: Towards a core ontology for robotics and automation. Robot. Auton. Syst. 61(11), 1193–1204 (2013)

    Article  Google Scholar 

  34. Presutti, V., Lodi, G., Nuzzolese, A., Gangemi, A., Peroni, S., Asprino, L.: The role of ontology design patterns in linked data projects. In: Comyn-Wattiau, I., Tanaka, K., Song, I.Y., Yamamoto, S., Saeki, M. (eds.) Conceptual Modeling, pp. 113–121. Springer, Cham (2016)

    Chapter  Google Scholar 

  35. Saxena, A., Jain, A., Sener, O., Jami, A., Misra, D.K., Koppula, H.S.: RoboBrain: large-scale knowledge engine for robots (2015). ArXiv e-prints. http://arxiv.org/abs/1412.0691v2

  36. Subramaniam, P., Woods, B.: Towards the therapeutic use of information and communication technology in reminiscence work for people with dementia: a systematic review. Int. J. Comput. Healthc. 1(2), 106–125 (2010)

    Article  Google Scholar 

  37. Tenorth, M., Beetz, M.: KnowRob: a knowledge processing infrastructure for cognition-enabled robots. Int. J. Robot. Res. 32(5), 566–590 (2013)

    Article  Google Scholar 

  38. Tenorth, M., Perzylo, A.C., Lafrenz, R., Beetz, M.: Representation and exchange of knowledge about actions, objects, and environments in the roboearth framework. IEEE Trans. Autom. Sci. Eng. 10(3), 643–651 (2013)

    Article  Google Scholar 

  39. Woods, B., Spector, A., Jones, C., Orrell, M., Davies, S.: Reminiscence therapy for dementia. Cochrane Database Syst. Rev. (2), CD001120 (2005)

    Google Scholar 

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Acknowledgements

The research leading to these results has received funding from the European Union Horizon 2020—The Framework Programme for Research and Innovation (2014–2020) under grant agreement 643808 Project MARIO “Managing active and healthy aging with use of caring service robots.”

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Correspondence to Alessandro Russo .

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Asprino, L., Gangemi, A., Nuzzolese, A.G., Presutti, V., Recupero, D.R., Russo, A. (2019). Ontology-Based Knowledge Management for Comprehensive Geriatric Assessment and Reminiscence Therapy on Social Robots. In: Consoli, S., Reforgiato Recupero, D., Petković, M. (eds) Data Science for Healthcare. Springer, Cham. https://doi.org/10.1007/978-3-030-05249-2_6

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  • DOI: https://doi.org/10.1007/978-3-030-05249-2_6

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