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Design and Evaluation Challenges of Conversational Agents in Health Care and Well-being:Selective Review Study

Authors :
Ahmet Baki Kocaballi
Emre Sezgin
Leigh Clark
John M Carroll
Yungui Huang
Jina Huh-Yoo
Junhan Kim
Rafal Kocielnik
Yi-Chieh Lee
Lena Mamykina
Elliot G Mitchell
Robert J Moore
Prasanth Murali
Elizabeth D Mynatt
Sun Young Park
Alessandro Pasta
Deborah Richards
Lucas M Silva
Diva Smriti
Brendan Spillane
Zhan Zhang
Tamara Zubatiy
Source :
Kocaballi, A B, Sezgin, E, Clark, L, Carroll, J M, Huang, Y, Huh-Yoo, J, Kim, J, Kocielnik, R, Lee, Y-C, Mamykina, L, Mitchell, E G, Moore, R J, Murali, P, Mynatt, E D, Park, S Y, Pasta, A, Richards, D, Silva, L M, Smriti, D, Spillane, B, Zhang, Z & Zubatiy, T 2022, ' Design and Evaluation Challenges of Conversational Agents in Health Care and Well-being : Selective Review Study ', Journal of Medical Internet Research, vol. 24, no. 11, e38525 . https://doi.org/10.2196/38525
Publication Year :
2022

Abstract

Background Health care and well-being are 2 main interconnected application areas of conversational agents (CAs). There is a significant increase in research, development, and commercial implementations in this area. In parallel to the increasing interest, new challenges in designing and evaluating CAs have emerged. Objective This study aims to identify key design, development, and evaluation challenges of CAs in health care and well-being research. The focus is on the very recent projects with their emerging challenges. Methods A review study was conducted with 17 invited studies, most of which were presented at the ACM (Association for Computing Machinery) CHI 2020 conference workshop on CAs for health and well-being. Eligibility criteria required the studies to involve a CA applied to a health or well-being project (ongoing or recently finished). The participating studies were asked to report on their projects’ design and evaluation challenges. We used thematic analysis to review the studies. Results The findings include a range of topics from primary care to caring for older adults to health coaching. We identified 4 major themes: (1) Domain Information and Integration, (2) User-System Interaction and Partnership, (3) Evaluation, and (4) Conversational Competence. Conclusions CAs proved their worth during the pandemic as health screening tools, and are expected to stay to further support various health care domains, especially personal health care. Growth in investment in CAs also shows the value as a personal assistant. Our study shows that while some challenges are shared with other CA application areas, safety and privacy remain the major challenges in the health care and well-being domains. An increased level of collaboration across different institutions and entities may be a promising direction to address some of the major challenges that otherwise would be too complex to be addressed by the projects with their limited scope and budget.

Details

Language :
English
Database :
OpenAIRE
Journal :
Kocaballi, A B, Sezgin, E, Clark, L, Carroll, J M, Huang, Y, Huh-Yoo, J, Kim, J, Kocielnik, R, Lee, Y-C, Mamykina, L, Mitchell, E G, Moore, R J, Murali, P, Mynatt, E D, Park, S Y, Pasta, A, Richards, D, Silva, L M, Smriti, D, Spillane, B, Zhang, Z & Zubatiy, T 2022, ' Design and Evaluation Challenges of Conversational Agents in Health Care and Well-being : Selective Review Study ', Journal of Medical Internet Research, vol. 24, no. 11, e38525 . https://doi.org/10.2196/38525
Accession number :
edsair.doi.dedup.....45864c5cae1592b1d9b9c3140f48bcf5