Chen Zhenghao, Koh Pang Wei, Ritter Philip L, Lorig Kate, Bantum Erin O'Carroll, Saria Suchi
Stanford University, Stanford, CA, USA.
Stanford University, Stanford, CA, USA
Health Educ Behav. 2015 Feb;42(1):32-45. doi: 10.1177/1090198114550822. Epub 2014 Oct 5.
The Internet has been used extensively to offer health education content and also for social support. More recently, we have seen the advent of Internet-based health education interventions that combine content with structured social networking. In many ways this is the Internet equivalent to small group interventions. While we have some knowledge about the efficacy of these interventions, few studies have examined how participants engage with programs and how that might affect outcomes. This study seeks to explore (a) the content of posts and (b) the nature of participant engagement with an online, 6-week workshop for cancer survivors and how such engagement may affect health outcomes. Using methodologies related to computational linguistics (latent Dirichlet allocation) and more standard statistical approaches, we identified (a) discussion board themes; (b) the relationship between reading and posting messages and outcomes; (c) how making, completing, or not completing action plans is related to outcome; and (d) how self-tailoring relates to outcomes. When considering all posts, emotional support is a key theme. However, different sets of themes are expressed in the first workshop post where participants are asked to express their primary concern. Writing posts was related to improved outcomes, but reading posts was less important. Completing, but not merely making, action plans and self-tailoring are statistically associated with future positive health outcomes. The findings from these exploratory studies can be considered when shaping future electronically mediated social networking interventions. In addition, the methods used here can be used in analyzing other large electronically mediated social-networking interventions.
互联网已被广泛用于提供健康教育内容以及提供社会支持。最近,我们看到了基于互联网的健康教育干预措施的出现,这些措施将内容与结构化社交网络相结合。在许多方面,这相当于互联网上的小组干预。虽然我们对这些干预措施的效果有一些了解,但很少有研究考察参与者如何参与项目以及这可能如何影响结果。本研究旨在探讨:(a)帖子的内容;(b)癌症幸存者参加为期6周的在线研讨会时参与者参与的性质,以及这种参与可能如何影响健康结果。我们使用与计算语言学(潜在狄利克雷分配)相关的方法和更标准的统计方法,确定了:(a)讨论板主题;(b)阅读和发布信息与结果之间的关系;(c)制定、完成或未完成行动计划与结果之间的关系;以及(d)自我调整与结果之间的关系。在考虑所有帖子时,情感支持是一个关键主题。然而,在第一次研讨会帖子中,参与者被要求表达他们的主要担忧时,会表达出不同的主题集。撰写帖子与改善结果有关,但阅读帖子的重要性较低。完成而不仅仅是制定行动计划以及自我调整在统计学上与未来积极的健康结果相关。在制定未来的电子介导社交网络干预措施时,可以考虑这些探索性研究的结果。此外,这里使用的方法可用于分析其他大型电子介导社交网络干预措施。