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Patterns of Internet Use in People Diagnosed With Severe Mental Illness: Qualitative Interview Study
This was a group of participants with worries and fears about being online who described strong negative (fear based) emotions in relation to their internet use; did a limited number of activities online, which involved mainly consuming content and very little interacting; had used gambling, dating, adult content, or conspiracy theory websites (specifically, conspiracy theory websites were mentioned); and spent an average of 45 minutes per day online.
J Med Internet Res 2025;27:e55072
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Little else is known about the use of digital interventions in this space.
It is important to note that app creation is expensive. Additionally, apps are slow to create and typically costly to update. Senyo Health was created with sustainability in mind. It is owned solely by the Mayo Clinic, is fully operational, and is actively in use. New modules can be created within a desktop-based application directly linked to the app that we call the “researcher portal.”
JMIR Res Protoc 2025;14:e65693
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These include its ability to perform well across multiple domains due to the use of pretrained embeddings and the fact that little to no preprocessing of text is required before training. There still remain limitations, which are described in the Discussion section.
BERTopic was adapted for this study from the code provided by Grootendorst [61]. The parameters that had a significant impact on the topic output included the following:
First, Key BERTInspired as the main representation input to the model.
JMIR Infodemiology 2025;5:e65632
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