Faculty of Medicine, University of Geneva, Geneva, Switzerland.
Department of Hematology, University Cheikh Anta Diop; and Department of Hematology, National Blood Transfusion Center, Dakar, Senegal.
Haemophilia. 2023 Jul;29(4):1063-1073. doi: 10.1111/hae.14815. Epub 2023 Jun 22.
Gaps in the disease knowledge of People with Haemophilia (PWH) in Senegal are important barriers to the effective management of haemophilia. Digital health systems for chronic diseases in low- and middle-income countries are suggested to improve education and self-management. Artificial Intelligence (AI) chatbots could improve knowledge and support symptom monitoring.
Development process and usability testing of an AI chatbot to assess its future adoption in Senegal.
An AI chatbot prototype was designed based on a multilingual conversational engine using Natural Language Processing. A sequential mixed method was used including a co-creative design process with a task force made up of PWH and medical doctors. Usability was assessed through the System Usability Scale (SUS) questionnaire.
An AI chatbot in French and Wolof, named Saytù Hemophilie, was developed for Android and Apple iOS devices. It was assessed as a very usable system with a SUS score of 81.7, above average. 42% would prefer to use the Wolof version even if they were very satisfied with the French version. The level of Wolof in the app did not always correspond to users' levels. Participants praised its accessibility and reliability, and its ability to enhance self-learning.
Findings suggest that a culturally adapted digital conversational agent is likely to be used by PWH in Senegal and their families to improve education and self-management of haemophilia. Relevance and impact are foreseen for other communities in Africa and beyond.
塞内加尔血友病患者(PWH)对疾病知识的了解存在差距,这是有效管理血友病的重要障碍。有研究表明,在中低收入国家,慢性病数字健康系统可以改善教育和自我管理。人工智能(AI)聊天机器人可以提高知识水平并支持症状监测。
开发一种 AI 聊天机器人,评估其在塞内加尔的未来采用情况。
该 AI 聊天机器人原型是基于使用自然语言处理的多语言对话引擎设计的。采用顺序混合方法,包括由 PWH 和医生组成的任务组的共同创作设计过程。通过系统可用性量表(SUS)问卷评估可用性。
开发了一种名为 Saytù Hemophilie 的法语和沃洛夫语 AI 聊天机器人,适用于 Android 和 Apple iOS 设备。它被评估为一个非常可用的系统,SUS 得分为 81.7,高于平均水平。42%的人更愿意使用沃洛夫语版本,即使他们对法语版本非常满意。应用程序中的沃洛夫语水平并不总是与用户的水平相对应。参与者称赞它的可访问性和可靠性,以及它增强自我学习的能力。
研究结果表明,在塞内加尔,文化适应性强的数字对话代理很可能被 PWH 和他们的家人用于改善血友病的教育和自我管理。预计该代理在非洲和其他地区的其他社区也具有相关性和影响力。