Measuring What Matters: Multidimensional Dementia Care Support Needs in Home Health

Abstract Home health clinicians need scalable tools to assess the complex care needs of people living with dementia (PLWD). Existing approaches are multidimensional, burdensome, or not integrated into routine workflows. The objective of this study was to develop and validate a care needs scale for PLWD using items from the Outcomes Assessment Information Set (OASIS), establishing a foundation for future integration into documentation systems. We analyzed 2019 Research Identifiable Files (OASIS, HHA, MBSF, MedPAR) including 1,376,556 PLWD in the development cohort (60%) and 917,704 in the validation cohort (40%). Factor 1 (functional/ADL support) was analyzed separately due to its dominant variance (eigenvalue 12.18, ∼81% variance explained). Four additional factors were derived using exploratory factor analysis with orthogonal rotation. Factor loadings were high (0.70–0.95), communalities exceeded 0.70, and weighted beta scores produced individual-level summary scores. The five care support domains are: (1) Functional & ADL Support, (2) Behavioral/Psychiatric Support, (3) Memory & Decision-Making Assistance, (4) Hospitalization Risk, and (5) Challenging Behaviors & Aggression Management. Functional/ADL items showed broad variation (means 1.72–3.83, SD 1.63–2.30), demonstrating meaningful differentiation across patients. This validated, multidimensional scale leverages routinely collected clinical data to characterize PLWD care needs. Future work will evaluate integration into documentation systems and examine relationships with outcomes, offering a scalable tool to support research, clinical decision-making, and policy innovation in dementia care.

Authors

Institutions

Publication Details

Journal
Innovation in Aging
Published
2025-12-01
DOI
https://doi.org/10.1093/geroni/igaf122.4282
Primary Topic
Geriatric Care and Nursing Homes
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Measuring What Matters: Multidimensional Dementia Care Support Needs in Home Health

Sara Knox, Janet Horn, Julie Bynum, Kit Simpson
Innovation in Aging
Geriatric Care and Nursing Homes
article

Measuring What Matters: Multidimensional Dementia Care Support Needs in Home Health

Sara Knox, Janet Horn, Julie Bynum, Kit Simpson
article en

Abstract

Abstract Home health clinicians need scalable tools to assess the complex care needs of people living with dementia (PLWD). Existing approaches are multidimensional, burdensome, or not integrated into routine workflows. The objective of this study was to develop and validate a care needs scale for PLWD using items from the Outcomes Assessment Information Set (OASIS), establishing a foundation for future integration into documentation systems. We analyzed 2019 Research Identifiable Files (OASIS, HHA, MBSF, MedPAR) including 1,376,556 PLWD in the development cohort (60%) and 917,704 in the validation cohort (40%). Factor 1 (functional/ADL support) was analyzed separately due to its dominant variance (eigenvalue 12.18, ∼81% variance explained). Four additional factors were derived using exploratory factor analysis with orthogonal rotation. Factor loadings were high (0.70–0.95), communalities exceeded 0.70, and weighted beta scores produced individual-level summary scores. The five care support domains are: (1) Functional & ADL Support, (2) Behavioral/Psychiatric Support, (3) Memory & Decision-Making Assistance, (4) Hospitalization Risk, and (5) Challenging Behaviors & Aggression Management. Functional/ADL items showed broad variation (means 1.72–3.83, SD 1.63–2.30), demonstrating meaningful differentiation across patients. This validated, multidimensional scale leverages routinely collected clinical data to characterize PLWD care needs. Future work will evaluate integration into documentation systems and examine relationships with outcomes, offering a scalable tool to support research, clinical decision-making, and policy innovation in dementia care.

Innovation in AgingVol. 9(Supplement_2)
Medical University of South Carolina (US), University of Michigan (US)
Industry, innovation and infrastructure
Openalex Percentile: Top 21%
Geriatric Care and Nursing Homes
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Measuring What Matters: Multidimensional Dementia Care Support Needs in Home Health — Sara Knox, Janet Horn, et al. · Innovation in Aging (2025) | TGRS Research Map | TGRS