ArticleThe Gerontologist2024
A National Typology of Health Service Regulation in Assisted Living.
Article in The Gerontologist, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
7 citing papers in PubMed, 12 citations in OpenAlex.
- Fragmented Care, Fragmented Safety: Care Coordination and Deprescribing Strategies to Reduce Polypharmacy-Related Harm in Assisted Living-A Public Health Perspective.Geriatrics (Basel, Switzerland) · 2026Review
- Why and how is private equity involved in assisted living community development and operations?Health affairs scholar · 2026Article
- A 10-state investigation of AD/ADRD-capable assisted living regulations using a comprehensive dementia care model.Frontiers in dementia · 2026Article
- Evaluating Health Financing Typologies Through Healthy Life Expectancy and Infant Mortality: Evidence from OECD Countries and Türkiye.Healthcare (Basel, Switzerland) · 2025Article
- Staff Satisfaction and Burnout in Assisted Living and Validity of the DCW Job Satisfaction Scale.Journal of the American Medical Directors Association · 2025Article
- What happens behind closed doors? Investigating care practices in nursing home and assisted living memory care units.Health affairs scholar · 2025Article
- Admission and Discharge Practices Among Assisted Living Communities: The Role of State Regulations and Organizational Characteristics.The Gerontologist · 2024Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors at 4 institutions in 1 country.
Funding
Abstract
BACKGROUND AND
objectivesState-regulating agencies use 350 different licenses and certifications to govern assisted living (AL), resulting in significant variation in regulations governing health services, the scope of practice, and capacity. This lack of standardization makes it difficult to compare and contrast AL operations and residents' outcomes across similarly regulated communities. RESEARCH DESIGN AND
methodsWe used qualitative and quantitative methods to empirically develop and describe a typology of state AL regulations that captures inter- and intrastate variation. Based on the rules governing health services, we created regulatory specificity scores for 5 thematic dimensions: medication administration, third-party care, skilled nursing, medication review, and licensed nurse staffing. With these scores, we conducted a K-means cluster analysis to identify groups of AL license types. To differentiate the regulatory types, we calculated standardized mean differences across structure, process, outcome, and resident characteristics of the AL communities licensed under each type.
resultsWe identified 6 types of AL differentiated by the regulatory provisions governing health services: Housing, Holistic, Hybrid, Hospitality, Healthcare, and Health Support. The types align with previous work and reflect tangible differences in resident characteristics, health service structures, processes, and outcomes. DISCUSSION AND IMPLICATIONS: This typology effectively captures differences across regulated dimensions and can inform and support quality of care. Researchers, policy-makers, and consumers may benefit from using this typology and acknowledging these differences in AL licensure when designing research studies, developing policies, and selecting an AL community.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.