Evidence map›Paper›PMID 31360773›Full record

ArticleSAGE open nursing

Rural Hospital Nursing Skill Mix and Work Environment Associated with Frequency of Adverse Events.

Jessica G Smith, Colin M Plover, Moira C McChesney, Eileen T Lake

Open access · goldAbstract read
In one paragraph

Article in SAGE open nursing. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed
2.3field-weighted citation impact, top 12% 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

5 citing papers in PubMed, 13 citations in OpenAlex.

  1. Article
  2. Article
  3. Skill mix versus flexibility: Decoding nurse staffing impacts on critical access hospitals.The Journal of rural health : official journal of the American Rural Health Association and the National Rural Health Care Association · 2025
    Article
  4. Article
  5. Article
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 3 institutions in 1 country.

Jessica G SmithUniversity of Texas at Arlington College of Nursing and Health Innovation, 411 S. Nedderman Drive, Arlington, TX, 76019.
Colin M PloverThomas Jefferson University College of Population Health, 901 Walnut Street, Philadelphia, PA, 19107.
Moira C McChesneyCenter for Health Outcomes and Policy Research, University of Pennsylvania School of Nursing, 418 Curie Boulevard, Claire M. Fagin Hall, Philadelphia, PA, 19104-4217.
Eileen T LakeCenter for Health Outcomes and Policy Research, University of Pennsylvania School of Nursing, 418 Curie Boulevard, Claire M. Fagin Hall, Philadelphia, PA, 19104-4217.
University of Pennsylvania · USThe University of Texas at Arlington · USThomas Jefferson University · US

Funding

ADVANCED TRAINING IN NURSING OUTCOMES RESEARCHT32NR007104 · NINR · UNIVERSITY OF PENNSYLVANIA · PI JACQUELINE MARGO BROOKS CARTHON, EILEEN T LAKE · 1999 to 2026
$11.6M
The Impact of Changes in Nursing Systems and Models of Care on Patient Outcomes: A Panel StudyR01NR014855 · NINR · UNIVERSITY OF PENNSYLVANIA · PI Matthew D. McHugh · 2014 to 2026
$7.5M
NINR NIH HHS R01 NR014855NINR NIH HHS T32 NR007104
6 · The paper itself

Abstract

introductionThough rural hospitals serve about one fifth of the United States (U.S.), few studies have investigated relationships among nursing resources and rural hospital adverse events.

objectivesThe purpose was to determine relationships among nursing skill mix (proportion of Registered Nurses (RNs) to all nursing staff), the work environment and adverse events (medication errors, patient falls with injury, pressure ulcers, and urinary tract infections) in rural hospitals.

methodsUsing a cross-sectional design, nurse survey data from a large study examining nurse organizational factors, patient safety, and quality from four U.S. states were linked to the 2006 American Hospital Association data. The work environment was measured using the Practice Environment Scale of the Nursing Work Index (PES-NWI). Nurses reported adverse event frequency. Data analyses were descriptive and inferential.

resultsOn average, 72% of nursing staff were RNs (range = 45% to 100%). Adverse event frequency ranged from 0% to 67%, across 76 hospitals. In regression models, a 10-point increase in the proportion of RNs among all nursing staff and a one standard deviation increase in the PES-NWI score were significantly associated with decreased odds of frequent adverse events.

conclusionRural hospitals that increase the nursing skill mix and improve the work environment may achieve reduced adverse event frequency.

Indexed as

health services researchhospitalsnursingnursing skill mixwork environment

Identifiers

PMID31360773
PMCPMC6663106
OpenAlexW2946300427

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

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.