Roles, Users, Benefits, and Limitations of Chatbots in Health Care: Rapid Review.

Moustafa Laymouna, Yuanchao Ma, David Lessard, Tibor Schuster, Kim Engler, Bertrand Lebouch��
Author Information
  1. Moustafa Laymouna: Department of Family Medicine, Faculty of Medicine and Health Sciences, McGill University, Montreal, QC, Canada. ORCID
  2. Yuanchao Ma: Centre for Outcomes Research and Evaluation, Research Institute of the McGill University Health Centre, Montreal, QC, Canada. ORCID
  3. David Lessard: Centre for Outcomes Research and Evaluation, Research Institute of the McGill University Health Centre, Montreal, QC, Canada. ORCID
  4. Tibor Schuster: Department of Family Medicine, Faculty of Medicine and Health Sciences, McGill University, Montreal, QC, Canada. ORCID
  5. Kim Engler: Centre for Outcomes Research and Evaluation, Research Institute of the McGill University Health Centre, Montreal, QC, Canada. ORCID
  6. Bertrand Lebouch��: Department of Family Medicine, Faculty of Medicine and Health Sciences, McGill University, Montreal, QC, Canada. ORCID

Abstract

BACKGROUND: Chatbots, or conversational agents, have emerged as significant tools in health care, driven by advancements in artificial intelligence and digital technology. These programs are designed to simulate human conversations, addressing various health care needs. However, no comprehensive synthesis of health care chatbots' roles, users, benefits, and limitations is available to inform future research and application in the field.
OBJECTIVE: This review aims to describe health care chatbots' characteristics, focusing on their diverse roles in the health care pathway, user groups, benefits, and limitations.
METHODS: A rapid review of published literature from 2017 to 2023 was performed with a search strategy developed in collaboration with a health sciences librarian and implemented in the MEDLINE and Embase databases. Primary research studies reporting on chatbot roles or benefits in health care were included. Two reviewers dual-screened the search results. Extracted data on chatbot roles, users, benefits, and limitations were subjected to content analysis.
RESULTS: The review categorized chatbot roles into 2 themes: delivery of remote health services, including patient support, care management, education, skills building, and health behavior promotion, and provision of administrative assistance to health care providers. User groups spanned across patients with chronic conditions as well as patients with cancer; individuals focused on lifestyle improvements; and various demographic groups such as women, families, and older adults. Professionals and students in health care also emerged as significant users, alongside groups seeking mental health support, behavioral change, and educational enhancement. The benefits of health care chatbots were also classified into 2 themes: improvement of health care quality and efficiency and cost-effectiveness in health care delivery. The identified limitations encompassed ethical challenges, medicolegal and safety concerns, technical difficulties, user experience issues, and societal and economic impacts.
CONCLUSIONS: Health care chatbots offer a wide spectrum of applications, potentially impacting various aspects of health care. While they are promising tools for improving health care efficiency and quality, their integration into the health care system must be approached with consideration of their limitations to ensure optimal, safe, and equitable use.

Keywords

References

  1. Front Public Health. 2022 Jun 30;10:862432 [PMID: 35844879]
  2. J Adv Nurs. 2008 Apr;62(1):107-15 [PMID: 18352969]
  3. Int J Med Inform. 2019 Dec;132:103978 [PMID: 31622850]
  4. J Med Internet Res. 2019 Nov 27;21(11):e15787 [PMID: 31774408]
  5. Front Digit Health. 2023 Mar 15;5:1125926 [PMID: 37006821]
  6. Intern Med J. 2022 Dec;52(12):2176-2180 [PMID: 37133367]
  7. Comput Inform Nurs. 2023 Dec 01;41(12):1037-1045 [PMID: 37725781]
  8. Internet Interv. 2017 Oct 10;10:39-46 [PMID: 30135751]
  9. J Med Internet Res. 2020 Jun 5;22(6):e18301 [PMID: 32442157]
  10. JMIR Mhealth Uhealth. 2021 Jul 16;9(7):e25381 [PMID: 34269686]
  11. Med Health Care Philos. 2022 Mar;25(1):61-71 [PMID: 34480711]
  12. Am J Geriatr Psychiatry. 2021 Aug;29(8):804-815 [PMID: 33308893]
  13. J Epidemiol Glob Health. 2018 Dec;8(3-4):225-230 [PMID: 30864768]
  14. Behav Cogn Psychother. 2019 May;47(3):287-302 [PMID: 30185239]
  15. AJOG Glob Rep. 2023 Mar 29;3(3):100165 [PMID: 37560011]
  16. Int J Med Inform. 2020 Aug;140:104171 [PMID: 32446158]
  17. Front Psychiatry. 2023 Jul 07;14:1159399 [PMID: 37484677]
  18. Biochem Med (Zagreb). 2012;22(3):276-82 [PMID: 23092060]
  19. Sensors (Basel). 2021 Dec 17;21(24): [PMID: 34960538]
  20. Patient Educ Couns. 2017 Sep;100(9):1720-1729 [PMID: 28495391]
  21. Front Public Health. 2023 Feb 13;11:1063466 [PMID: 36860378]
  22. JMIR Cancer. 2022 Jan 31;8(1):e29289 [PMID: 35099392]
  23. J Am Pharm Assoc (2003). 2023 Sep-Oct;63(5):1634-1642.e3 [PMID: 37327997]
  24. Int J Environ Res Public Health. 2022 Jul 18;19(14): [PMID: 35886584]
  25. Health Informatics J. 2016 Dec;22(4):854-866 [PMID: 26276794]
  26. Front Psychol. 2023 Jan 16;13:1111003 [PMID: 36726494]
  27. Am J Health Syst Pharm. 2023 Sep 7;80(18):1247-1254 [PMID: 37353220]
  28. Haemophilia. 2023 Jul;29(4):1063-1073 [PMID: 37347648]
  29. ANZ J Surg. 2008 Nov;78(11):1037-40 [PMID: 18959712]
  30. J Epidemiol. 2020 Aug 5;30(8):362-370 [PMID: 32475884]
  31. Nicotine Tob Res. 2023 Jun 9;25(7):1241-1250 [PMID: 36507916]
  32. J Med Internet Res. 2020 Dec 18;22(12):e19127 [PMID: 33337337]
  33. Digit Health. 2019 Aug 21;5:2055207619871808 [PMID: 31467682]
  34. PLoS One. 2022 Jun 21;17(6):e0270255 [PMID: 35727801]
  35. Lancet Digit Health. 2020 Sep;2(9):e475-e485 [PMID: 33328115]
  36. Can J Psychiatry. 2021 Apr;66(4):339-348 [PMID: 33063526]
  37. Behav Res Methods. 2021 Oct;53(5):2238-2251 [PMID: 33821454]
  38. Front Digit Health. 2022 Apr 11;4:847991 [PMID: 35480848]
  39. J Digit Imaging. 2022 Oct;35(5):1303-1307 [PMID: 35562634]
  40. J Nurs Manag. 2022 Nov;30(8):3874-3884 [PMID: 35411629]
  41. Internet Interv. 2023 Sep 09;34:100668 [PMID: 37746640]
  42. BMC Pediatr. 2021 Jul 9;21(1):308 [PMID: 34243738]
  43. J Med Internet Res. 2023 Jun 19;25:e46448 [PMID: 37335608]
  44. J Med Internet Res. 2020 Aug 7;22(8):e17158 [PMID: 32763886]
  45. BMC Infect Dis. 2023 Feb 21;23(1):102 [PMID: 36809977]
  46. BMJ. 2021 Mar 29;372:n71 [PMID: 33782057]
  47. J Med Internet Res. 2020 Jul 13;22(7):e16021 [PMID: 32673216]
  48. J Gambl Stud. 2020 Dec;36(4):1391-1407 [PMID: 32162075]
  49. JMIR Mhealth Uhealth. 2021 May 20;9(5):e26152 [PMID: 33872182]
  50. JMIR Cancer. 2021 Nov 29;7(4):e27850 [PMID: 34847056]
  51. BMC Med. 2015 Sep 16;13:224 [PMID: 26377409]
  52. Neurospine. 2022 Jun;19(2):348-356 [PMID: 35577340]
  53. BMJ Glob Health. 2023 May;8(5): [PMID: 37247873]
  54. Stroke Vasc Neurol. 2017 Jun 21;2(4):230-243 [PMID: 29507784]
  55. Stud Health Technol Inform. 2022 Jun 29;295:226-229 [PMID: 35773849]
  56. Int J Med Inform. 2021 Jun;150:104440 [PMID: 33799055]
  57. J Med Internet Res. 2022 Apr 27;24(4):e32630 [PMID: 35475761]
  58. J Am Geriatr Soc. 2021 Jun;69(6):1469-1478 [PMID: 33615433]
  59. Aust J Prim Health. 2023 Aug;29(4):312-318 [PMID: 36683166]
  60. J Biomed Inform. 2020 Feb;102:103305 [PMID: 31622802]
  61. JMIR Mhealth Uhealth. 2023 Jun 19;11:e39934 [PMID: 37335604]
  62. Reprod Biomed Online. 2020 Dec;41(6):1133-1143 [PMID: 33039321]
  63. Clin Transl Radiat Oncol. 2019 Apr 04;16:55-59 [PMID: 31008379]
  64. J Midwifery Womens Health. 2023 Jul-Aug;68(4):480-489 [PMID: 36734375]
  65. J Med Syst. 2023 Jan 10;47(1):7 [PMID: 36626106]
  66. Internet Interv. 2022 Jan 06;27:100495 [PMID: 35059305]
  67. J Med Internet Res. 2023 Jan 30;25:e41583 [PMID: 36716093]
  68. Addict Behav. 2024 Feb;149:107889 [PMID: 37857043]
  69. Ann Behav Med. 2020 Jun 12;54(7):518-528 [PMID: 32182353]
  70. J Biomed Inform. 2021 Jan;113:103632 [PMID: 33276112]
  71. JMIR Med Inform. 2022 Apr 13;10(4):e32578 [PMID: 35416791]
  72. Glob Ment Health (Camb). 2022 Jul 28;9:355-365 [PMID: 36618717]
  73. Teach Learn Med. 2020 Apr-May;32(2):139-149 [PMID: 31437006]
  74. JAMA Netw Open. 2023 Sep 5;6(9):e2332568 [PMID: 37695585]
  75. Sensors (Basel). 2022 Mar 29;22(7): [PMID: 35408238]
  76. JMIR Ment Health. 2021 Nov 8;8(11):e31586 [PMID: 34596572]
  77. Biomed Inform Insights. 2019 Mar 05;11:1178222619829083 [PMID: 30858710]
  78. Clin Exp Optom. 2023 Aug;106(6):656-665 [PMID: 36709512]
  79. J Med Syst. 2023 Jan 30;47(1):15 [PMID: 36710276]
  80. JMIR Mhealth Uhealth. 2021 Sep 24;9(9):e27535 [PMID: 34559054]
  81. Ann Fam Med. 2011 Mar-Apr;9(2):100-3 [PMID: 21403134]
  82. J Med Internet Res. 2023 Jul 18;25:e45984 [PMID: 37463036]
  83. Wounds. 2023 Aug;35(8):E265-E267 [PMID: 37643453]
  84. JMIR Form Res. 2022 Oct 6;6(10):e42055 [PMID: 36201390]
  85. Simul Healthc. 2024 Jun 1;19(3):196-203 [PMID: 37651599]
  86. Cancer. 2023 Oct 13;: [PMID: 37837177]
  87. J Med Internet Res. 2021 Jan 6;23(1):e19928 [PMID: 33404508]
  88. J Med Internet Res. 2023 Apr 28;25:e43862 [PMID: 37115595]
  89. J Med Internet Res. 2020 Oct 22;22(10):e20346 [PMID: 33090118]
  90. Mhealth. 2018 Mar 23;4:6 [PMID: 29682510]
  91. J Am Med Inform Assoc. 2022 Apr 13;29(5):1000-1010 [PMID: 35137107]
  92. Cyberpsychol Behav Soc Netw. 2018 Oct;21(10):625-636 [PMID: 30334655]
  93. Int J Environ Res Public Health. 2022 Nov 30;19(23): [PMID: 36498092]
  94. J Med Internet Res. 2021 Mar 29;23(3):e25933 [PMID: 33658174]
  95. J Med Internet Res. 2022 Nov 21;24(11):e40719 [PMID: 36355633]
  96. Drug Alcohol Depend. 2021 Oct 1;227:108986 [PMID: 34507061]
  97. NPJ Digit Med. 2023 May 25;6(1):96 [PMID: 37231110]
  98. J Clin Med. 2022 Jul 23;11(15): [PMID: 35893377]
  99. Sci Rep. 2015 Nov 03;5:15924 [PMID: 26525705]
  100. J Med Internet Res. 2020 Feb 6;22(2):e14058 [PMID: 32022693]
  101. Inform Health Soc Care. 2022 Jan 2;47(1):38-52 [PMID: 34032537]
  102. J Am Med Inform Assoc. 2021 Dec 28;29(1):149-154 [PMID: 34741513]
  103. J Head Trauma Rehabil. 2022 May-Jun 01;37(3):144-151 [PMID: 35293365]
  104. Games Health J. 2024 Apr;13(2):84-92 [PMID: 37699207]
  105. J Affect Disord. 2022 Dec 15;319:598-607 [PMID: 36150405]
  106. JMIR Ment Health. 2019 Oct 18;6(10):e14166 [PMID: 31628789]
  107. Front Digit Health. 2023 Jun 13;5:1149374 [PMID: 37383944]
  108. Digit Health. 2022 Apr 11;8:20552076221092213 [PMID: 35433018]
  109. BMC Med Inform Decis Mak. 2022 Jul 7;22(Suppl 1):153 [PMID: 35799177]
  110. J Med Internet Res. 2020 Nov 5;22(11):e20322 [PMID: 33151154]
  111. J Clin Epidemiol. 2021 Jan;129:74-85 [PMID: 33038541]
  112. J Adolesc Health. 2020 Aug;67(2S):S45-S51 [PMID: 32718515]
  113. Nephrology (Carlton). 2023 Dec;28(12):655-662 [PMID: 37698229]
  114. Public Health Action. 2022 Dec 21;12(4):180-185 [PMID: 36561900]
  115. Pain Res Manag. 2020 Apr 9;2020:7935215 [PMID: 32351642]
  116. J Med Internet Res. 2019 Nov 7;21(11):e15360 [PMID: 31697237]
  117. JMIR Mhealth Uhealth. 2023 Jan 31;11:e40373 [PMID: 36719727]
  118. JMIR Mhealth Uhealth. 2020 Apr 3;8(4):e15806 [PMID: 32242820]
  119. Health Aff (Millwood). 2014 Sep;33(9):1603-11 [PMID: 25201665]
  120. J Med Internet Res. 2023 Jun 8;25:e40635 [PMID: 37146178]
  121. NPJ Digit Med. 2023 Jun 23;6(1):118 [PMID: 37353578]
  122. J Genet Couns. 2022 Oct;31(5):1219-1230 [PMID: 35616645]
  123. Genet Med. 2022 Mar;24(3):564-575 [PMID: 34906490]
  124. Front Digit Health. 2022 Mar 17;4:801782 [PMID: 35373183]
  125. J Arthroplasty. 2023 Jul;38(7 Suppl 2):S78-S83 [PMID: 37068567]
  126. Internet Interv. 2023 Jun 14;33:100637 [PMID: 37635948]
  127. Fam Process. 2022 Jun;61(2):625-642 [PMID: 34904235]
  128. J Med Internet Res. 2020 Nov 30;22(11):e20549 [PMID: 33170799]
  129. Annu Rev Public Health. 2006;27:167-94 [PMID: 16533114]
  130. JAMA Netw Open. 2020 Oct 1;3(10):e2017348 [PMID: 33057643]
  131. Arch Phys Med Rehabil. 2023 Nov;104(11):1903-1912 [PMID: 37209933]
  132. Internet Interv. 2022 Feb 05;27:100501 [PMID: 35198411]
  133. JMIR Ment Health. 2017 Jun 06;4(2):e19 [PMID: 28588005]
  134. J Med Internet Res. 2023 May 26;25:e42238 [PMID: 37234029]
  135. J Med Internet Res. 2019 May 19;21(6):e13729 [PMID: 31199297]
  136. PLoS One. 2023 Feb 3;18(2):e0279743 [PMID: 36735701]
  137. J Med Syst. 2020 Jul 22;44(9):143 [PMID: 32700060]
  138. Tob Induc Dis. 2023 Mar 24;21:44 [PMID: 36969982]
  139. PEC Innov. 2023 Feb 04;2:100134 [PMID: 37214500]
  140. J Med Internet Res. 2020 Sep 14;22(9):e20701 [PMID: 32924957]
  141. JMIR Mhealth Uhealth. 2020 Jul 22;8(7):e17038 [PMID: 32706734]
  142. J Med Internet Res. 2019 Apr 05;21(4):e12887 [PMID: 30950796]
  143. Arthrosc Sports Med Rehabil. 2023 Mar 16;5(2):e495-e505 [PMID: 37101866]
  144. J Clin Epidemiol. 2021 Feb;130:13-22 [PMID: 33068715]
  145. J Pers Med. 2022 May 20;12(5): [PMID: 35629252]
  146. JMIR Mhealth Uhealth. 2019 Oct 31;7(10):e15018 [PMID: 31674920]
  147. Front Digit Health. 2023 May 04;5:1133987 [PMID: 37214342]
  148. Front Digit Health. 2022 Oct 13;4:954069 [PMID: 36310920]
  149. J Intern Med. 2019 Jan;285(1):19-39 [PMID: 30079527]
  150. J Med Internet Res. 2021 Sep 14;23(9):e25486 [PMID: 34519653]
  151. Drug Alcohol Depend. 2018 Dec 1;193:1-6 [PMID: 30321739]
  152. J Med Internet Res. 2022 Oct 3;24(10):e39243 [PMID: 36190749]
  153. BMC Prim Care. 2023 Sep 4;24(1):174 [PMID: 37661285]
  154. Stud Health Technol Inform. 2022 Jun 6;290:301-303 [PMID: 35673022]
  155. J Med Internet Res. 2022 Oct 4;24(10):e39063 [PMID: 36179132]
  156. Obstet Gynecol. 2021 Dec 1;138(6):860-870 [PMID: 34735417]
  157. J Med Internet Res. 2023 Jun 5;25:e43113 [PMID: 37195688]
  158. J Med Internet Res. 2020 May 27;22(5):e16794 [PMID: 32384055]
  159. Child Adolesc Ment Health. 2023 Feb;28(1):124-127 [PMID: 36507594]
  160. J Public Health Manag Pract. 2023 Sep-Oct 01;29(5):663-670 [PMID: 37478093]
  161. J Am Med Inform Assoc. 2020 Jul 1;27(7):1147-1148 [PMID: 32343813]
  162. J Med Internet Res. 2023 Sep 26;25:e46548 [PMID: 37751279]
  163. Transl Behav Med. 2023 Nov 5;13(11):867-875 [PMID: 37418614]
  164. Int J Med Inform. 2023 Sep;177:105140 [PMID: 37463558]
  165. Int J Gen Med. 2023 May 01;16:1591-1602 [PMID: 37152273]
  166. Int J Med Inform. 2023 Sep;177:105111 [PMID: 37307721]
  167. Methods Inf Med. 2019 Jun;58(1):9-23 [PMID: 31117129]
  168. J Med Syst. 2021 Mar 15;45(4):54 [PMID: 33723721]
  169. J Med Internet Res. 2017 May 09;19(5):e151 [PMID: 28487267]
  170. Comput Biol Med. 2022 Feb;141:105004 [PMID: 34774337]
  171. JCO Clin Cancer Inform. 2023 Sep;7:e2300123 [PMID: 37934933]
  172. Stud Health Technol Inform. 2022 May 16;293:39-46 [PMID: 35592958]
  173. Prof Case Manag. 2022 Jan-Feb 01;27(1):19-25 [PMID: 34846321]
  174. J Med Internet Res. 2021 Jan 13;23(1):e17828 [PMID: 33439133]
  175. J Med Internet Res. 2020 Jul 29;22(7):e17750 [PMID: 32723723]
  176. Int J Environ Res Public Health. 2023 Feb 26;20(5): [PMID: 36901193]
  177. J Med Internet Res. 2023 Apr 3;25:e43293 [PMID: 36719325]
  178. JMIR Form Res. 2021 Dec 3;5(12):e27956 [PMID: 34870611]
  179. JBI Evid Synth. 2023 Feb 01;21(2):326-372 [PMID: 35976047]
  180. Pharmacy (Basel). 2022 Mar 26;10(2): [PMID: 35448700]
  181. Int J STD AIDS. 2023 Oct;34(11):809-816 [PMID: 37269292]
  182. J Med Internet Res. 2021 May 25;23(5):e22959 [PMID: 33999834]
  183. J Am Med Inform Assoc. 2018 Sep 1;25(9):1248-1258 [PMID: 30010941]
  184. Sleep. 2023 Sep 8;46(9): [PMID: 37282717]
  185. Front Psychiatry. 2023 Apr 17;14:1148534 [PMID: 37139323]
  186. Int J Eat Disord. 2022 Mar;55(3):343-353 [PMID: 35274362]
  187. Int J Telemed Appl. 2022 May 11;2022:9734518 [PMID: 35601050]
  188. Disabil Rehabil Assist Technol. 2023 Feb;18(2):175-184 [PMID: 33155507]
  189. J Med Internet Res. 2022 Dec 12;24(12):e39816 [PMID: 36508248]
  190. J Med Internet Res. 2023 Feb 24;25:e40789 [PMID: 36826990]
  191. J Med Internet Res. 2021 Mar 23;23(3):e24850 [PMID: 33755028]
  192. JMIR Mhealth Uhealth. 2020 May 19;8(5):e15085 [PMID: 32427114]
  193. BJS Open. 2021 Jul 6;5(4): [PMID: 34323916]
  194. Am J Prev Med. 2021 Mar;60(3):e111-e121 [PMID: 33612170]
  195. Front Digit Health. 2022 Jul 19;4:930874 [PMID: 35928046]
  196. Sensors (Basel). 2022 May 18;22(10): [PMID: 35632238]
  197. Health Informatics J. 2023 Jan-Mar;29(1):14604582221146719 [PMID: 36693014]
  198. J Med Internet Res. 2023 Aug 9;25:e46761 [PMID: 37556194]
  199. J Med Internet Res. 2023 Jun 23;25:e41881 [PMID: 37351920]
  200. J Med Internet Res. 2022 Oct 21;24(10):e39218 [PMID: 36179147]
  201. Vaccine. 2022 Jul 30;40(32):4654-4662 [PMID: 35750541]
  202. Int J Eat Disord. 2022 Sep;55(9):1229-1244 [PMID: 36056648]
  203. Sensors (Basel). 2022 May 11;22(10): [PMID: 35632061]
  204. JMIR Mhealth Uhealth. 2022 Jun 27;10(6):e34273 [PMID: 35759328]
  205. Bundesgesundheitsblatt Gesundheitsforschung Gesundheitsschutz. 2020 Feb;63(2):185-191 [PMID: 31915863]
  206. JMIR Med Educ. 2023 Apr 21;9:e46599 [PMID: 37083633]
  207. J Med Internet Res. 2021 Feb 17;23(2):e25060 [PMID: 33484114]
  208. J Med Internet Res. 2022 Jul 8;24(7):e37403 [PMID: 35802407]
  209. Can J Psychiatry. 2019 Jul;64(7):456-464 [PMID: 30897957]
  210. J Med Internet Res. 2023 Oct 3;25:e42758 [PMID: 37788057]
  211. Contemp Clin Trials. 2017 Oct;61:115-125 [PMID: 28739541]
  212. Stud Health Technol Inform. 2023 Jun 29;305:483-486 [PMID: 37387072]
  213. Eur Addict Res. 2022;28(6):405-418 [PMID: 36041418]
  214. Ann Surg Oncol. 2023 Oct;30(10):5990-5996 [PMID: 37567976]
  215. Int J Med Inform. 2022 Dec;168:104897 [PMID: 36306653]
  216. IEEE Intell Syst. 2019 Jul-Aug;34(4):24-30 [PMID: 34690576]
  217. Curr Psychiatry Rep. 2021 Jul 15;23(9):57 [PMID: 34268633]
  218. Front Digit Health. 2023 Mar 07;5:1034724 [PMID: 36960179]
  219. Internet Interv. 2022 Feb 06;27:100502 [PMID: 35198412]
  220. J Med Internet Res. 2023 Jul 6;25:e43051 [PMID: 37410537]
  221. JMIR Ment Health. 2022 Sep 23;9(9):e38067 [PMID: 36149730]
  222. JMIR Mhealth Uhealth. 2023 Jul 6;11:e43052 [PMID: 37410539]
  223. Front Endocrinol (Lausanne). 2021 Jan 19;11:571705 [PMID: 33584534]
  224. J Med Syst. 2006 Aug;30(4):241-9 [PMID: 16978003]
  225. JMIR Mhealth Uhealth. 2022 Oct 4;10(10):e38740 [PMID: 36194462]
  226. Nat Med. 2023 Aug;29(8):1930-1940 [PMID: 37460753]
  227. J Med Internet Res. 2023 Jan 27;25:e40922 [PMID: 36596214]
  228. Sex Health. 2022 Oct;19(5):391-405 [PMID: 35863761]
  229. Wien Klin Wochenschr. 2022 May;134(9-10):344-350 [PMID: 35416543]
  230. Med Educ Online. 2023 Dec;28(1):2228550 [PMID: 37347808]
  231. Am J Health Syst Pharm. 2023 Dec 5;80(24):1822-1829 [PMID: 37611187]
  232. J Med Internet Res. 2023 Sep 1;25:e46571 [PMID: 37656502]
  233. Expert Rev Med Devices. 2021 Dec;18(sup1):37-49 [PMID: 34872429]
  234. J Med Internet Res. 2019 May 09;21(5):e13216 [PMID: 31094356]
  235. Behav Ther. 2022 Mar;53(2):334-347 [PMID: 35227408]
  236. JAMIA Open. 2023 Sep 08;6(3):ooad073 [PMID: 37693367]
  237. BMC Med Educ. 2022 Dec 1;22(1):830 [PMID: 36457086]
  238. Pain. 2019 Oct;160(10):2229-2240 [PMID: 31568099]
  239. Parkinsonism Relat Disord. 2022 Jun;99:43-46 [PMID: 35596975]

MeSH Term

Humans
Delivery of Health Care
Telemedicine
Communication

Word Cloud

Created with Highcharts 10.0.0healthcarerolesbenefitslimitationsgroupschatbotconversationalvarioususersreviewChatbotsemergedsignificanttoolsartificialintelligencedigitaltechnologychatbots'researchusersearch2themes:deliverysupportpatientsalsochatbotsqualityefficiencyHealthBACKGROUND:agentsdrivenadvancementsprogramsdesignedsimulatehumanconversationsaddressingneedsHowevercomprehensivesynthesisavailableinformfutureapplicationfieldOBJECTIVE:aimsdescribecharacteristicsfocusingdiversepathwayMETHODS:rapidpublishedliterature20172023performedstrategydevelopedcollaborationscienceslibrarianimplementedMEDLINEEmbasedatabasesPrimarystudiesreportingincludedTworeviewersdual-screenedresultsExtracteddatasubjectedcontentanalysisRESULTS:categorizedremoteservicesincludingpatientmanagementeducationskillsbuildingbehaviorpromotionprovisionadministrativeassistanceprovidersUserspannedacrosschronicconditionswellcancerindividualsfocusedlifestyleimprovementsdemographicwomenfamiliesolderadultsProfessionalsstudentsalongsideseekingmentalbehavioralchangeeducationalenhancementclassifiedimprovementcost-effectivenessidentifiedencompassedethicalchallengesmedicolegalsafetyconcernstechnicaldifficultiesexperienceissuessocietaleconomicimpactsCONCLUSIONS:offerwidespectrumapplicationspotentiallyimpactingaspectspromisingimprovingintegrationsystemmustapproachedconsiderationensureoptimalsafeequitableuseRolesUsersBenefitsLimitationsCare:RapidReviewAIagentassistantelectronicinformationmobiletelehealthuser-computerinterface

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