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Finding the Patient’s Voice Using Big Data: Analysis of Users’ Health-Related Concerns in the ChaCha Question-and-Answer Service (2009–2012)

机译:利用大数据寻找患者的声音:ChaCha问答服务(2009–2012)中用户与健康相关的担忧分析

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Background: The development of effective health care and public health interventions requires a comprehensive understanding of the perceptions, concerns, and stated needs of health care consumers and the public at large. Big datasets from social media and question-and-answer services provide insight into the public’s health concerns and priorities without the financial, temporal, and spatial encumbrances of more traditional community-engagement methods and may prove a useful starting point for public-engagement health research (infodemiology).Objective: The objective of our study was to describe user characteristics and health-related queries of the ChaCha question-and-answer platform, and discuss how these data may be used to better understand the perceptions, concerns, and stated needs of health care consumers and the public at large.Methods: We conducted a retrospective automated textual analysis of anonymous user-generated queries submitted to ChaCha between January 2009 and November 2012. A total of 2.004 billion queries were read, of which 3.50% (70,083,796/2,004,243,249) were missing 1 or more data fields, leaving 1.934 billion complete lines of data for these analyses.Results: Males and females submitted roughly equal numbers of health queries, but content differed by sex. Questions from females predominantly focused on pregnancy, menstruation, and vaginal health. Questions from males predominantly focused on body image, drug use, and sexuality. Adolescents aged 12–19 years submitted more queries than any other age group. Their queries were largely centered on sexual and reproductive health, and pregnancy in particular.Conclusions: The private nature of the ChaCha service provided a perfect environment for maximum frankness among users, especially among adolescents posing sensitive health questions. Adolescents’ sexual health queries reveal knowledge gaps with serious, lifelong consequences. The nature of questions to the service provides opportunities for rapid understanding of health concerns and may lead to development of more effective tailored interventions.
机译:背景:有效的卫生保健和公共卫生干预措施的发展需要对卫生保健消费者和广大公众的看法,关注和陈述的需求有全面的了解。来自社交媒体和问答服务的大型数据集提供了对公众健康关注和优先事项的见解,而没有更多传统社区参与方法的财务,时间和空间负担,并且可能证明是公众参与健康研究的有用起点(信息流行病学)。目的:我们的研究目的是描述ChaCha问答平台的用户特征和与健康相关的查询,并讨论如何使用这些数据更好地理解看法,关注和陈述的需求方法:我们对2009年1月至2012年11月间提交给ChaCha的匿名用户生成的查询进行了回顾性自动化文本分析。总共读取了20.04亿查询,其中3.50%(70,083,796) / 2,004,243,249)丢失了1个或多个数据字段,从而留下了19.34亿个完整数据行用于这些分析。结果:男性和女性提交的健康查询数量大致相等,但内容因性别而异。女性提出的问题主要集中在怀孕,月经和阴道健康上。男性提出的问题主要集中在身体形象,吸毒和性行为上。 12-19岁的青少年提交的查询数量超过任何其他年龄组。他们的查询主要集中在性和生殖健康,尤其是怀孕上。结论:ChaCha服务的私人性质为用户(尤其是对健康提出敏感问题的青少年)提供最大的坦率提供了一个理想的环境。青少年的性健康查询显示出知识差距,带来严重的终身后果。服务问题的性质为快速了解健康问题提供了机会,并可能导致开发更有效的量身定制的干预措施。

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