. Author manuscript; available in PMC: 2024 Dec 11.

Published in final edited form as: Proc (IEEE Int Conf Healthc Inform). 2023 Dec 11;2023:581–587. doi: 10.1109/ichi57859.2023.00104

TABLE III.

Keyword extraction approach to determine the top-12 key terms reflecting semantics of a given text. Common keywords (cw) among both the classes. Blue: behavior and activity. Red: Things happening in environment due to cognitive decline

Method	Label	#CW	Frequent terms
YAKE	Absence	77	loved, great, hospice, place, caregiver, understand, caregivers, health, support, moved, happy, patients
YAKE	Presence	77	night, grandmother, move, diagnosis, worse, parents, meds, husband, couple, wife, walk, calls
KeyBERT	Absence	8	caregiver, aides, carers, volunteers, hospice, charity, carefree, organize, volunteering, nurse, donate, curated
KeyBERT	Presence	8	passwords, grandpa, disability, wheelchairs, grandparents, locking, diagnoses, neuropsychologist, unlocking, custody, controlling, addiction