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Web-Based Education Program for Care Partners of People Living With Dementia (iGeriCare): Protocol for a Pilot Randomized Controlled Trial

Web-Based Education Program for Care Partners of People Living With Dementia (iGeriCare): Protocol for a Pilot Randomized Controlled Trial

Participants will receive an account verification email and once verified can begin to access their assigned surveys and web-based course (prestudy surveys, e-learning lesson[s], and poststudy surveys). Participants will be invited to email the research team at any time throughout the study period. A member of the research team will respond to all inquiries within one business day. Both the intervention and control groups will receive access to the same prestudy surveys at T1 (baseline).

Anthony J Levinson, Stephanie Ayers, Sandra Clark, Rebekah Woodburn, Maureen Markle-Reid, Brian McKenna, Doug Oliver, Alexandra Papaioannou, Henry Siu, Richard Sztramko

JMIR Res Protoc 2025;14:e67048

A Comprehensive Drift-Adaptive Framework for Sustaining Model Performance in COVID-19 Detection From Dynamic Cough Audio Data: Model Development and Validation

A Comprehensive Drift-Adaptive Framework for Sustaining Model Performance in COVID-19 Detection From Dynamic Cough Audio Data: Model Development and Validation

The width of the window used was 0.96 seconds, while the window stride length was equal to half of the window’s width (0.48 s). This setting resulted in a mel spectrogram segment with a size of 64 mel bins × 96 frames. To facilitate model training, the COVID-19 Sounds and Coswara datasets were partitioned based on chronological order into a development set and a postdevelopment set by applying a 70:30 ratio.

Theofanis Ganitidis, Maria Athanasiou, Konstantinos Mitsis, Konstantia Zarkogianni, Konstantina S Nikita

J Med Internet Res 2025;27:e66919