ArticleHealth services research2022
Sources of nurse-sensitive inpatient safety improvement.
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.
What it found
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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
6 citing papers in PubMed.
- 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 · 2025Trial
- Causes, Characteristics, and Risk Factors of Medical Damage Liability Disputes: A 13-Year Retrospective Analysis of 1761 Litigation Cases in Chongqing, China.Healthcare (Basel, Switzerland) · 2026Article
- Observational
- Nurse Practitioner-Sensitive Outcome Measures in Older Person Care: A Scoping Review.Journal of advanced nursing · 2026Article
- Evaluating the outcomes of patient safety education programs in nursing education: a scoping review.BMC nursing · 2025Article
- Sources of nurse-sensitive inpatient safety improvement.Health services research · 2022Article
Corrections and comments
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Authors and funding
2 authors.
Funding
No grant is acknowledged in the PubMed record.
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.
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