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In particular, Twitter (now rebranded as X, though “Twitter” is used in this article given its widely recognized name) has over 600 million monthly active users [5] and has gained traction across clinical subspecialties, journals, and academia for research dissemination [6-8]. Having a Twitter presence is becoming increasingly important as a means to reach target audiences and affect bibliometric markers of research impact.
JMIR Form Res 2025;9:e59481
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Therefore, we plotted average retention among team members in relation to team characteristics, including team size (bubble size) and median app engagements per day among team members (x-axis). It is visually apparent that the longer-retained individuals were those on teams with a larger size and higher median rate of app engagement. The dotted curve is for visual purposes and approximates retention days as 2.29 × ln(median engagement of team) + 24.29.
JMIR Mhealth Uhealth 2025;13:e51707
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The enrollment rate was defined as the number of enrolled participants divided by the number of prescreened participants x 100. Completion rate was defined as the number of participants who completed the intervention divided by the number of participants who enrolled in the intervention x 100.
JMIR Form Res 2025;9:e65489
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To examine the public discourse on Twitter (rebranded as X in July 2023), we leveraged a BERT variant for sentiment analysis and term frequency and LDA for topic modeling and thematic analysis to understand the sentiments, concerns, and priorities of individuals living with ME/CFS and associated interest holders. By addressing these knowledge gaps, this study helps inform the use of social media analysis in understanding complex disorders, such as ME/CFS.
J Med Internet Res 2025;27:e65087
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