JMIR Research Protocols · 2016 · 11 citations · 14 references
Social SciencesCommunicationHealth InformaticsCommunity EngagementHealth CommunicationSocial Media AnalyticsOnline Health CommunitiesSocial MediaSocial Media Health CommunicationVirtual CommunitiesCase Study EvaluationExplanatory Case StudyHealth Science Communication On Social MediaInformation DisseminationInformation Dissemination MonitoringInterest-based Communities
BACKGROUND: Little is known about the ability of individual stakeholder groups to achieve health information dissemination goals through Twitter. OBJECTIVE: This study aimed to develop and apply methods for the systematic evaluation and optimization of health information dissemination by stakeholders through Twitter. METHODS: Tweet content from 1790 followers of @SafetyMD (July-November 2012) was examined. User emphasis, a new indicator of Twitter information dissemination, was defined and applied to retweets across two levels of retweeters originating from @SafetyMD. User interest clusters were identified based on principal component analysis (PCA) and hierarchical cluster analysis (HCA) of a random sample of 170 followers. RESULTS: User emphasis of keywords remained across levels but decreased by 9.5 percentage points. PCA and HCA identified 12 statistically unique clusters of followers within the @SafetyMD Twitter network. CONCLUSIONS: This study is one of the first to develop methods for use by stakeholders to evaluate and optimize their use of Twitter to disseminate health information. Our new methods provide preliminary evidence that individual stakeholders can evaluate the effectiveness of health information dissemination and create content-specific clusters for more specific targeted messaging.
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Mark Hall, Eibe Frank, Geoffrey Holmes et al. · ACM SIGKDD Explorations Newsletter · 2009 · 17.8K citations
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Franz Urban Pappi · Contemporary Sociology A Journal of Reviews · 1993 · 6.1K citations
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Donald M. Berwick · JAMA · 2003 · 1.9K citations
Management, Health Care Management, Innovation Management +17