Evidence map›Paper›PMID 35948066›Full record

ArticleJournal of the American Medical Directors Association2022

Associations Between Daily Nurse Staffing Levels and Daily Hospitalizations and ED Visits in Nursing Homes.

Dana B Mukamel, Debra Saliba, Heather Ladd, R Tamara Konetzka

Open access · greenAbstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
3.9field-weighted citation impact, top 6% of its field
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

8 citing papers in PubMed, 15 citations in OpenAlex.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors at 2 institutions in 1 country.

Dana B MukamelDepartment of Medicine, Division of General Internal Medicine, iTEQC Research Program, University of California, Irvine, Irvine, CA, USA. Electronic address: dmukamel@hs.uci.edu.
Debra SalibaUniversity of California Los Angeles Borun Center at David Geffen School of Medicine, Los Angeles, CA, USA; Veterans Administration GRECC, Los Angeles, CA, USA; RAND Health, Santa Monica, CA, USA.
Heather LaddDepartment of Medicine, Division of General Internal Medicine, iTEQC Research Program, University of California, Irvine, Irvine, CA, USA.
R Tamara KonetzkaDepartment of Public Health Sciences, The University of Chicago, Chicago, IL, USA.
Chicago Department of Public Health · USUniversity of California, Irvine · US

Funding

Staffing and Health Outcomes in Nursing Homes for Residents with and without DementiaR01AG066742 · NIA · UNIVERSITY OF CALIFORNIA-IRVINE · PI MUKAMEL, DANA B · 2020 to 2024
$3.0M
NIA NIH HHS R01 AG066742
6 · The paper itself

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.

Indexed as

Nursing StaffEmergency Service, HospitalHospitalizationHumansNursing HomesPersonnel Staffing and SchedulingRetrospective StudiesWorkforceED visitshospitalizationsNursing homesqualitystaffing

Identifiers

PMID35948066
PMCPMC9955393
OpenAlexW4291019778

What OpenQuestion holds

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Registered trials

None linked

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.