A Systematic Review on Healthcare Artificial Intelligent Conversational Agents for Chronic Conditions

被引:37
作者
Bin Sawad, Abdullah [1 ]
Narayan, Bhuva [2 ]
Alnefaie, Ahlam [1 ]
Maqbool, Ashwaq [3 ]
Mckie, Indra [2 ]
Smith, Jemma [4 ]
Yuksel, Berkan [1 ]
Puthal, Deepak [5 ]
Prasad, Mukesh [1 ]
Kocaballi, A. Baki [1 ]
机构
[1] Univ Technol Sydney, Fac Engn & IT, Sch Comp Sci, Sydney, NSW 2007, Australia
[2] Univ Technol Sydney, Fac Arts & Social Sci, Sch Commun, Sydney, NSW 2007, Australia
[3] Univ Sydney, Fac Med & Hlth, Sch Publ Hlth, Sydney, NSW 2007, Australia
[4] Univ Technol Sydney, Fac Engn & IT, Sch Biomed Engn, Sydney, NSW 2007, Australia
[5] Khalifa Univ, Dept Elect Engn & Comp Sci, POB 127788, Abu Dhabi, U Arab Emirates
关键词
conversational agents; dialogue systems; relational agents; chatbot; ASSISTANTS;
D O I
10.3390/s22072625
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
This paper reviews different types of conversational agents used in health care for chronic conditions, examining their underlying communication technology, evaluation measures, and AI methods. A systematic search was performed in February 2021 on PubMed Medline, EMBASE, PsycINFO, CINAHL, Web of Science, and ACM Digital Library. Studies were included if they focused on consumers, caregivers, or healthcare professionals in the prevention, treatment, or rehabilitation of chronic diseases, involved conversational agents, and tested the system with human users. The search retrieved 1087 articles. Twenty-six studies met the inclusion criteria. Out of 26 conversational agents (CAs), 16 were chatbots, seven were embodied conversational agents (ECA), one was a conversational agent in a robot, and another was a relational agent. One agent was not specified. Based on this review, the overall acceptance of CAs by users for the self-management of their chronic conditions is promising. Users' feedback shows helpfulness, satisfaction, and ease of use in more than half of included studies. Although many users in the studies appear to feel more comfortable with CAs, there is still a lack of reliable and comparable evidence to determine the efficacy of AI-enabled CAs for chronic health conditions due to the insufficient reporting of technical implementation details.
引用
收藏
页数:20
相关论文
共 58 条
  • [1] Australian Institute of Health and Welfare, 2018, 3 3 CHRON COND CAUS, V15
  • [2] Azzini Ivano, 2003, Stud Health Technol Inform, V95, P146
  • [3] Acceptability of an Embodied Conversational Agent for Type 2 Diabetes Self-Management Education and Support via a Smartphone App: Mixed Methods Study
    Baptista, Shaira
    Wadley, Greg
    Bird, Dominique
    Oldenburg, Brian
    Speight, Jane
    [J]. JMIR MHEALTH AND UHEALTH, 2020, 8 (07):
  • [4] Getting Ready for Adult Healthcare: Designing a Chatbot to Coach Adolescents with Special Health Needs Through the Transitions of Care
    Beaudry, Jeremy
    Consigli, Alyssa
    Clark, Colleen
    Robinson, Keith J.
    [J]. JOURNAL OF PEDIATRIC NURSING-NURSING CARE OF CHILDREN & FAMILIES, 2019, 49 : 85 - 91
  • [5] Managing Chronic Conditions with a Smartphone-based Conversational Virtual Agent
    Bickmore, Timothy W.
    Kimani, Everlyne
    Ha Trinh
    Pusateri, Alexandra
    Paasche-Orlow, Michael K.
    Magnani, Jared W.
    [J]. 18TH ACM INTERNATIONAL CONFERENCE ON INTELLIGENT VIRTUAL AGENTS (IVA'18), 2018, : 119 - 124
  • [6] Response to a relational agent by hospital patients with depressive symptoms
    Bickmore, Timothy W.
    Mitchell, Suzanne E.
    Jack, Brian W.
    Paasche-Orlow, Michael K.
    Pfeifer, Laura M.
    O'Donnell, Julie
    [J]. INTERACTING WITH COMPUTERS, 2010, 22 (04) : 289 - 298
  • [7] Maintaining reality: Relational agents for antipsychotic medication adherence
    Bickmore, Timothy W.
    Puskar, Kathryn
    Schlenk, Elizabeth A.
    Pfeifer, Laura M.
    Sereika, Susan M.
    [J]. INTERACTING WITH COMPUTERS, 2010, 22 (04) : 276 - 288
  • [8] A Protocol-Driven, Bedside Digital Conversational Agent to Support Nurse Teams and Mitigate Risks of Hospitalization in Older Adults: Case Control Pre-Post Study
    Bott, Nicholas
    Wexler, Sharon
    Drury, Lin
    Pollak, Chava
    Wang, Victor
    Scher, Kathleen
    Narducci, Sharon
    [J]. JOURNAL OF MEDICAL INTERNET RESEARCH, 2019, 21 (10)
  • [9] When Chatbots Meet Patients: One-Year Prospective Study of Conversations Between Patients With Breast Cancer and a Chatbot
    Chaix, Benjamin
    Bibault, Jean-Emmanuel
    Pienkowski, Arthur
    Delamon, Guillaume
    Guillemasse, Arthur
    Nectoux, Pierre
    Brouard, Benoit
    [J]. JMIR CANCER, 2019, 5 (01):
  • [10] The Use of Health Information Technology Within Collaborative and Integrated Models of Child Psychiatry Practice
    Coffey, Sara
    Vanderlip, Erik
    Sarvet, Barry
    [J]. CHILD AND ADOLESCENT PSYCHIATRIC CLINICS OF NORTH AMERICA, 2017, 26 (01) : 105 - +