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All STARS completers said the 15-minute call duration was suitable.
Reasons for not completing the intervention included factors such as technical difficulties; concerns about the privacy of the chatbot lessons; the intervention being too “simple” to address problems; and external factors, such as feeling too stressed and having a health issue.
JMIR Ment Health 2025;12:e63515
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Having said that, the paper is not without limitations. Although we tested our algorithms with state-of-the-art datasets (WESAD 15 participants and VERBIO 55 participants), especially for the biometric task, larger datasets with a more heterogenous and higher number of participants should be used. Furthermore, these datasets were recorded in a controlled environment. Real-life or in-the-wild datasets will create more challenges and might require more advanced and complex architectures.
JMIR Ment Health 2024;11:e60003
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Digital Phenotyping for Monitoring Mental Disorders: Systematic Review
J Med Internet Res 2023;25:e46778
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