Evidence map›Paper›PMID 35362160›Full record

ArticleHealth services research2022

Sources of nurse-sensitive inpatient safety improvement.

Linda Dynan, Richard B Smith

Abstract read
In one paragraph

Article in Health services research, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
–field-weighted citation impact
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

6 citing papers in PubMed.

  1. The Effect of Toolbox Trainings on Nursing Sensitive Quality Indicators: A Randomized Controlled Trial.Journal of nursing scholarship : an official publication of Sigma Theta Tau International Honor Society of Nursing · 2025
    Trial
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  3. Observational
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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

2 authors.

Linda DynanDepartment of Economics and Finance, Northern Kentucky University (NKU), Highland Heights, Kentucky, USA.ORCID 0000-0002-1218-2871
Richard B SmithDepartment of Economics, University of South Florida (USF), St. Petersburg, Florida, USA.ORCID 0000-0003-2176-1864

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveTo examine the association of hospital expenditure with continuing nurse education and staffing on improvements in nurse-sensitive, patient-safety outcomes. DATA SOURCES: Data obtained from 12-year (2007-2018) panel of Florida acute-care general hospitals. STUDY

designWe assess the relationship of hospital expenditure on continuing nurse education and staffing on nurse-sensitive, patient-safety outcomes from the Agency for Healthcare Research and Quality: advanced-stage (stage 3 or 4) pressure injuries/ulcers, central venous catheter-related blood stream infection, and deep vein thrombosis. We attempt to mitigate expected omitted-variable bias by (1) exploiting the panel structure of our data, controlling for time and time-invariant hospital fixed effects and (2) incorporating measurable variables representing four unobserved hospital characteristics underlying hospital safety culture (organizational type, organizational structure, leadership, and market conditions) that are likely associated with both inpatient safety and our key determinants. We include two policy initiatives that took effect during the period under study. DATA EXTRACTION

methodsFrom our initial sample of 177 acute-care hospitals we exclude hospitals with missing variables or years of data. Our samples are a balanced panel of 150 acute-care hospitals (N = 1800) for pressure ulcer and catheter-related blood stream infection, and 143 hospitals (N = 1716) for deep vein thrombosis. PRINCIPAL

findingsA one standard deviation increase in nursing education-policy interaction is associated with a 16.6% (p < 0.01) reduction in the rate of catheter-related blood stream infection and associated with an almost 5% (p < 0.05) reduction in the rate of deep vein thrombosis; a one standard deviation increase in staffing per 1000 inpatient days is associated with a 68.5% reduction in pressure-ulcer rates: 31.4% from direct staffing (p < 0.01) and 37.1% from policy-staffing interaction (p < 0.01).

conclusionsOur findings suggest that there are tradeoffs between funding continuing education and training of existing staff and expanding staff to achieve patient safety objectives.

Indexed as

BacteremiaNursing Staff, HospitalVenous ThrombosisHumansInpatientsPersonnel Staffing and Schedulingendogenous determinantshospitalslongitudinal analysisnurse continuing educationnurse staffingpatient safetyquality improvement

Identifiers

PMID35362160
PMCPMC9643087

What OpenQuestion holds

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Registered trials

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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.