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Students’ Perceptions of Learning Analytics for Mental Health Support: Qualitative Study
JMIR Form Res 2025;9:e70327
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A third option may be to have patients self-select questions to ask Gen AI versus PCPs, so that patients format questions de novo for input into Gen AI, and responses do not suffer from lack of contextual information. Organizations will have to weigh the potential net benefit of these approaches with other potential solutions, such as investing in robust best practices for inbox management [8] or hiring dedicated clinical staff for inbox management.
Our report has several key strengths.
JMIR Form Res 2025;9:e71966
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The dataset we built in this work, called D3 TEC (TEC de Monterrey’s Depression Detection Dataset), stands out for providing 2 new types of data previously unavailable in voice depression classification: Spanish recordings and simultaneous recordings using both professional and smartphone microphones. Moreover, audio quality standards are higher than most publicly available voice depression datasets.
JMIR Res Protoc 2025;14:e60439
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Participants understood that data sharing was often necessary to meet the goals of the study, and privacy concerns were ameliorated when researchers established trust around data management: “Both informal caregivers and the nursing staff were not concerned about privacy issues regarding the wearable, as they consider biomedical variables as de-individualized values. The participants trusted the researchers and nursing home regarding good data handling, as they felt well-informed” [61].
JMIR Aging 2025;8:e63768
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