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

大流行 2019年冠状病毒病(COVID-19) 心理健康 聊天机器人 随机对照试验 严重急性呼吸综合征冠状病毒2型(SARS-CoV-2) 2019-20冠状病毒爆发 心理学 医学 护理部 精神科 病毒学 计算机科学 万维网 疾病 传染病(医学专业) 病理 外科 爆发
作者
Eckhard 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
标识
DOI:10.1101/2023.01.24.23284959
摘要

Abstract 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 ), 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 substantial 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.
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