4 papers
Remindful: Designing Reminder Systems for Caregiver Interpretation in Dementia Care
Joy Lai, Alex Mihailidis
Digital reminder systems are widely used in dementia care to support everyday tasks, but they are typically designed for one-way prompting rather than helping caregivers interpret…
Listening before Asking: Lived-Experience Advisors as Methodological Partners in Dementia Caregiving Studies
Joy Lai, Kelly Beaton, David Black +1
Research with dementia caregivers poses persistent methodological and ethical challenges, particularly when interview-based studies are designed without sufficient grounding in liv…
PersonaDrift: A Benchmark for Temporal Anomaly Detection in Language-Based Dementia Monitoring
Joy Lai, Alex Mihailidis
People living with dementia (PLwD) often show gradual shifts in how they communicate, becoming less expressive, more repetitive, or drifting off-topic in subtle ways. While caregiv…
From Checking to Sensemaking: A Caregiver-in-the-Loop Framework for AI-Assisted Task Verification in Dementia Care
Joy Lai, Kelly Beaton, David Black +2
Informal caregivers play a central role in enabling people living with dementia (PLwD) to remain at home, yet they face persistent challenges verifying whether daily tasks have bee…