The lack of comprehensive, high-quality health data in developing nations creates a roadblock for combating the impacts of disease. One key challenge is understanding the health information needs of people in these nations. Without understanding people's everyday needs, concerns, and misconceptions, health organizations and policymakers lack the ability to effectively target education and programming efforts. In this paper, we propose a bottom-up approach that uses search data from individuals to uncover and gain insight into health information needs in Africa. We analyze Bing searches related to HIV/AIDS, malaria, and tuberculosis from all 54 African nations. For each disease, we automatically derive a set of common search themes or topics, revealing a wide-spread interest in various types of information, including disease symptoms, drugs, concerns about breastfeeding, as well as stigma, beliefs in natural cures, and other topics that may be hard to uncover through traditional surveys. We expose the different patterns that emerge in health information needs by demographic groups (age and sex) and country. We also uncover discrepancies in the quality of content returned by search engines to users by topic. Combined, our results suggest that search data can help illuminate health information needs in Africa and inform discussions on health policy and targeted education efforts both on- and offline.
翻译:在发展中国家,缺乏全面、高质量的保健数据是消除疾病影响的障碍。一个关键挑战是了解这些国家的人民对保健信息的需求。在不了解人们日常需要、关切和误解的情况下,保健组织和决策者缺乏有效针对教育和方案拟订工作的能力。在本文件中,我们建议采取自下而上的方法,利用个人搜索数据发现和了解非洲的保健信息需求。我们分析所有54个非洲国家与艾滋病毒/艾滋病、疟疾和结核病有关的搜索。我们自动得出一套共同的搜索主题或专题,显示对各类信息的广泛兴趣,包括疾病症状、药物、对母乳喂养的关切、耻辱感、自然治愈的信念以及可能难以通过传统调查发现的其他议题。我们披露人口群体(年龄和性别)和国家在保健信息需求方面出现的不同模式。我们还发现搜索引擎向用户提供的内容在专题上存在差异。加在一起,我们的结果表明,搜索数据有助于说明非洲对保健信息的需求,并为关于保健政策和定向教育工作的讨论和离线努力提供信息。