Effectiveness of a chatbot in improving the mental wellbeing of health workers in Malawi during the COVID-19 pandemic: A randomized, controlled trial

Eckhard F. Kleinau,Tilinao Lamba,Wanda Jaskiewicz, Katy Gorentz,Ines Hungerbuehler, Donya Rahimi, Demoubly Kokota, Limbika Maliwichi,Edister S. Jamu, Alex Zumazuma, Mariana Negrão,Raphael Mota, Yasmine Khouri,Michael Kapps

medRxiv (Cold Spring Harbor Laboratory)(2023)

引用 0|浏览0
暂无评分
摘要
We conducted a randomized, controlled trial (RCT) to investigate our hypothesis that the interactive chatbot, Vitalk, is more effective in improving mental wellbeing and resilience outcomes of health workers in Malawi than the passive use of Internet resources. For our 2-arm, 8-week, parallel RCT (ISRCTN Registry: trial ID [ISRCTN16378480][1]), we recruited participants from 8 professional cadres from public and private healthcare facilities. The treatment arm used Vitalk; the control arm received links to Internet resources. The research team was blinded to the assignment. Of 1,584 participants randomly assigned to the treatment and control arms, 215 participants in the treatment and 296 in the control group completed baseline and endline anxiety assessments. Six assessments provided outcome measures for: anxiety (GAD-7); depression (PHQ-9); burnout (OLBI); loneliness (ULCA); resilience (RS-14); and resilience-building activities. We analyzed effectiveness using mixed-effects linear models, effect size estimates, and reliable change in risk levels. Results support our hypothesis. Difference-in-differences estimators showed that Vitalk reduced: depression (−0.68 [95% CI -1.15 to -0.21]); anxiety (−0.44 [95% CI -0.88 to 0.01]); and burnout (−0.58 [95% CI -1.32 to 0.15]). Changes in resilience (1.47 [95% CI 0.05 to 2.88]) and resilience-building activities (1.22 [95% CI 0.56 to 1.87]) were significantly greater in the treatment group. Our RCT produced a medium effect size for the treatment and a small effect size for the control group. This is the first RCT of a mental health app for healthcare workers during the COVID-19 pandemic in Southern Africa combining multiple mental wellbeing outcomes, and measuring resilience and resilience-building activities. A significant number of participants could have benefited from mental health support (1 in 8 reported anxiety and depression; 3 in 4 suffered burnout; and 1 in 4 had low resilience). Such help is not readily available in Malawi. Vitalk has the potential to fill this gap. ### Competing Interest Statement The authors have declared no competing interest. ### Clinical Trial ISRCTN16378480 ### Clinical Protocols ### Funding Statement Financial support for this RCT was provided by the United States Agency for International Development under the Cooperative Agreement No. AID-OAA-A-15-00046. The funders had no involvement in the analysis or in the decision to submit the paper for publication. ### Author Declarations I confirm all relevant ethical guidelines have been followed, and any necessary IRB and/or ethics committee approvals have been obtained. Yes The details of the IRB/oversight body that provided approval or exemption for the research described are given below: Ethics committee/IRB of University of Malawi Research Ethics Committee (UNIMAREC) gave ethical approval for this work. Ethics committee/IRB of University Research Co. (URC) gave ethical approval for this work. I confirm that all necessary patient/participant consent has been obtained and the appropriate institutional forms have been archived, and that any patient/participant/sample identifiers included were not known to anyone (e.g., hospital staff, patients or participants themselves) outside the research group so cannot be used to identify individuals. Yes I understand that all clinical trials and any other prospective interventional studies must be registered with an ICMJE-approved registry, such as ClinicalTrials.gov. I confirm that any such study reported in the manuscript has been registered and the trial registration ID is provided (note: if posting a prospective study registered retrospectively, please provide a statement in the trial ID field explaining why the study was not registered in advance). Yes I have followed all appropriate research reporting guidelines and uploaded the relevant EQUATOR Network research reporting checklist(s) and other pertinent material as supplementary files, if applicable. Yes All data produced will be available online after acceptance of publication at https://data.usaid.gov/ [1]: /external-ref?link_type=ISRCTN&access_num=ISRCTN16378480
更多
查看译文
关键词
chatbot,mental wellbeing,pandemic,health
AI 理解论文
溯源树
样例
生成溯源树,研究论文发展脉络
Chat Paper
正在生成论文摘要