Evidence map›Paper›PMID 42780981›Full record

ArticleFrontiers in public health2026

Nursing workload, staffing qualifications, and nursing care costs associated with hospital-acquired pressure ulcer days in the ICU: a retrospective cohort study.

Beata Wieczorek-Wójcik, Anna Milewska, Rafał Kobielak, Remigiusz Kozłowski, Petre Iltchev, Dorota Kilańska

Abstract read
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Article in Frontiers in public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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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

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

6 authors.

Beata Wieczorek-WójcikDivision of Nursing and Medical Rescue, Pomeranian University in Słupsk, Słupsk, Poland.
Anna MilewskaDepartment of Biostatistics and Medical Informatics, Medical University of Białystok, Białystok, Poland.
Rafał KobielakCeynowa Hospital in Wejherowo, Pomeranian Hospitals LLC in Gdynia, Gdynia, Poland.
Remigiusz KozłowskiDepartment of Management and Logistics in Healthcare, Medical University of Łódź, Łódź, Poland.
Petre IltchevDepartment of Management and Logistics in Healthcare, Medical University of Łódź, Łódź, Poland.
Dorota KilańskaDepartment of Coordinated Care, Medical University of Lodz, Lodz, Poland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Hospital-acquired pressure ulcers (HAPUs) are frequent and costly adverse events. Inadequate staffing and missed nursing care may contribute to preventable complications and higher healthcare costs. Objective: The aim of this study was to assess the associations between nursing workload, staffing qualifications, and nursing care costs and the occurrence of hospital-acquired pressure ulcer days in ICU patients using retrospective cohort data. Methods: This study included 1,461 ICU care days from 2019 to 2022. Variables examined were Nursing Hours per Patient Day (NHPPD), patient-days, nursing educational structure, and care complexity assessed using TISS-28. Logistic with Newey-West standard errors evaluated associations of NHPPD and patient-days with HAPU days. Nursing care costs were analyzed separately using non-parametric tests comparisons. Results: A total of 81 days with HAPU were identified (5.4% of). Each one-hour increase in NHPPD was associated with 9% lower odds of a HAPU Day (OR = 0.91; 95% CI: 0.83-1.00; Conclusion: Nursing workload indicators, particularly NHPPD and patient demand, were significantly associated with HAPU occurrence in the ICU. Adequate nursing staffing may contribute to reducing preventable adverse events and improving patient safety in intensive care settings.

Indexed as

Health Care CostsIntensive Care UnitsNursing Staff, HospitalPersonnel Staffing and SchedulingPressure UlcerWorkloadAgedFemaleHumansIatrogenic DiseaseMaleMiddle AgedRetrospective Studieshealth care costsmissed nursing carepatient safetypressure ulcerrisk managementstaffing levelsworkload indicators

Identifiers

PMID42780981
PMCPMC13597870

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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.