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The top 8 topics discussed in our dataset are visualized in topic word score bar charts, including specific topics for posts expressing positive or negative sentiments alone (Figure S4 in Multimedia Appendix 1)
All analyses were conducted using Python (version 3.8; Python Software Foundation) and R (version 4.4.0; R Foundation for Statistical Computing). The P value threshold for statistical significance in this study is set at .05.
JMIR Form Res 2025;9:e60859
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The model’s goodness of fit was assessed using the Hosmer-Lemeshow test, and model performance was evaluated using Nagelkerke R². Statistical significance was set at P
This study utilized fully anonymized and de-identified datasets, where any personally identifiable information was removed prior to analysis. According to the U.S.
J Med Internet Res 2025;27:e71211
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Media portrayal and representation influence thoughts, behaviors, and actions toward certain groups, ideas, and phenomena, that is, the “[m]edia, in short, [is] central to what ultimately come to represent our social realities” [4]. This connection has been studied across many demographic categories and aspects of social reality.
JMIR Form Res 2025;9:e70853
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Maternal symptoms of anxiety during pregnancy affect infant neuromotor development: the generation R
JMIR Res Protoc 2025;14:e71612
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Situation
Pediatric Emergency Care Applied Research Network (PECARN) contracts Academic Life in Emergency Medicine (ALi EM) for social media management (M)
Integration of interdisciplinary and intergenerational members (BD)
PECARN Champion (BE)
Team lead with expertise and connections (AI)
Creation of a dissemination working group (F)
Securing funding for dissemination (AO)
Recruitment of Twitter-savvy users to the team (A)
P3 Project (1)
Priorities
Preemptive education on responding to negative feedback (O1)
JMIR Form Res 2025;9:e59481
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