Variations in Facebook Posting Patterns Across Validated Patient Health Conditions: A Prospective Cohort Study

Journal of Medical Internet Research
Robert J SmithRaina M Merchant

Abstract

Social media is emerging as an insightful platform for studying health. To develop targeted health interventions involving social media, we sought to identify the patient demographic and disease predictors of frequency of posting on Facebook. The aims were to explore the language topics correlated with frequency of social media use across a cohort of social media users within a health care setting, evaluate the differences in the quantity of social media postings across individuals with different disease diagnoses, and determine if patients could accurately predict their own levels of social media engagement. Patients seeking care at a single, academic, urban, tertiary care emergency department from March to October 2014 were queried on their willingness to share data from their Facebook accounts and electronic medical records (EMRs). For each participant, the total content of Facebook posts was extracted. Using the latent Dirichlet allocation natural language processing technique, Facebook language topics were correlated with frequency of Facebook use. The mean number of Facebook posts over 6 months prior to enrollment was then compared across validated health outcomes in the sample. A total of 695 patients consented to provid...Continue Reading

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Citations

Apr 17, 2018·Substance Use & Misuse·Rachel L GravesRaina M Merchant
Mar 26, 2019·Journal of the American Medical Informatics Association : JAMIA·Zhijun YinBradley A Malin
Apr 25, 2020·JMIR Public Health and Surveillance·Ashlynn R DaughtonMichael J Paul
Aug 2, 2018·BMC Medical Informatics and Decision Making·Jingcheng DuHua Xu
Jul 25, 2020·The International Journal of Eating Disorders·Shiri Sadeh-SharvitElad Yom-Tov
Apr 21, 2020·Journal of Medical Internet Research·Amaryllis Mavragani
Jun 1, 2021·JMIR Formative Research·Megan A MorenoAnn VanderStoep
Aug 7, 2021·Mayo Clinic Proceedings·Ryan S D'SouzaM Hassan Murad

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Software Mentioned

SAS
Facebook Graph
MALLET

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