ArticleJournal of the American Medical Directors Association2022
Associations Between Daily Nurse Staffing Levels and Daily Hospitalizations and ED Visits in Nursing Homes.
Article in Journal of the American Medical Directors Association, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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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.
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Who cites it
8 citing papers in PubMed, 15 citations in OpenAlex.
- Registered nurse staffing intensity, skill mix, and acute-care use among long-stay nursing home residents: a fixed-effects panel analysis.BMC nursing · 2026Article
- Invisible staffing churn in nursing homes: CMS turnover metrics miss a growing short-term workforce.Health affairs scholar · 2026Article
- Registered Nurse Workload and Resident Outcomes in Nursing Homes: A Scoping Review of Workforce Sustainability and Nursing Management.Journal of nursing management · 2026Review
- Article
- Environmental and structural factors driving poor quality of care: An examination of nursing homes serving Black residents.Journal of the American Geriatrics Society · 2023Observational
- Skilled Nursing Facility Changes in Ownership and Short-Stay Medicare Patient Outcomes.JAMA network open · 2023Article
- New Dimensions of Staffing Patterns in Nursing Homes and Nursing Home Quality: Comparing Staffing Instability to Staffing Turnover.Journal of the American Medical Directors Association · 2023Article
- Higher Nursing Staff Wages Are Associated With Lower Operating Margins in Nursing Homes: An Instrumental Variable Analysis.Inquiry : a journal of medical care organization, provision and financingArticle
Corrections and comments
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Authors and funding
4 authors at 2 institutions in 1 country.
Funding
Abstract
objectivesAlthough many prior studies have shown that high average levels of nurse staffing in nursing homes are associated with fewer hospitalizations, some studies have not, suggesting that the average nursing level may mask a more complex relationship. This study examines this issue by investigating the associations of daily staffing patterns and daily hospitalizations and emergency department (ED) visits.
designRetrospective analyses of national Payroll Based Journal (PBJ) staffing data merged with the Minimum Data Set. SETTING AND
participantsA total of 15,718 nursing homes nationally reporting PBJ data during 2017-2019, their staff, and residents.
methodsWe estimated facility-day-level models as conditional facility fixed-effect Poisson regressions with robust standard errors. The dependent variables were daily numbers of hospitalization and ED visits and the independent variables of interest were the number of registered nurse (RN), licensed practical nurse (LPN), and certified nurse assistant (CNA) hours on the same and prior days.
resultsThe daily number of hospital transfers averaged 0.28 (SD 0.21). Daily total direct-care staffing hours averaged 288.7 (SD 188.2), with RNs accounting for 35.0, LPNs for 68.7, and CNAs for 185.0. Higher staffing was associated with more hospitalizations on the concurrent day. Higher staffing on the day prior was associated with fewer hospitalizations. The effect size was larger for RNs and LPNs (same day = ∼2%; prior day = approximately -0.7% to -0.9%) than for CNAs (same day <1%; prior day < -0.5%). ED visits not leading to hospitalizations, and analyses for subsamples exhibited similar findings. CONCLUSIONS AND IMPLICATIONS: Our findings suggest that staff can address developing problems and prevent admissions the next day and identify emergent problems and hospitalize the same day. They also underscore the complex array of nursing home factors involved in hospitalization and ED visits, including the influence of daily staffing variation, suggesting the need for further research to better understand the associations between staffing and appropriate resident transfers to the hospital or the ED, and the potential implications for quality metrics in these domains.
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