Systematic ReviewResearchMedication SafetyWorkflow

Nurse-led interventions reduced medication administration errors, with smart workflow tech ranking best

Journal of Clinical Nursing (PubMed)Mar 1, 2026

AI-summarized from the linked source. Educational brief, not medical advice.

Brief summary

A systematic review and meta-analysis found that interventions implemented by nurses reduced medication administration errors, with workflow smart technologies ranking most effective.

What NurseJet pulled from the source

Across 26 studies grouped into five intervention types, pooling 14 studies showed nurse-implemented interventions significantly reduced medication administration errors versus usual care (odds ratio 0.70). Workflow smart technologies ranked as the most effective single approach, and the authors note a bundle of strategies may work better than any one alone. Heterogeneity was very high (I2 = 94%).

Why this matters for nurses

Medication administration is a high-risk, nurse-owned step where errors can directly harm patients. This may matter for nurses because it provides pooled evidence that nurse-led interventions, especially workflow-smart technology and bundled approaches, can measurably cut administration errors.

Bedside takeaway

Worth knowing that nurse-implemented interventions reduced medication administration errors, with workflow smart technologies ranking most effective and bundles likely working better than any single fix.

Key takeaways

Across 14 pooled studies, nurse-led interventions reduced medication administration errors (OR 0.70).
Five intervention types were identified, with workflow smart technologies ranking most effective.
A bundle of strategies may outperform any single intervention.
Heterogeneity was very high (I2 = 94%), so estimates are uncertain.

Practice implications

Use available workflow supports such as barcode scanning and no-interruption practices during medication administration, support layered approaches rather than relying on a single fix like education alone, and report and learn from near-misses to inform local improvement.

Limitations & cautions

Very high statistical heterogeneity (I2 = 94%) means the pooled effect is imprecise. Effectiveness varied by intervention and setting, so results may not transfer directly to every unit.
AI-summarized from the linked source. Review the original article before applying to practice.

Citations

Exact source links

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Journal of Clinical Nursing (PubMed)

Journal of Clinical Nursing (PubMed). Assessing the Effectiveness of Interventions Implemented by Nurses to Reduce Medication Administration Errors in Hospitalised Acute Adult Patient Settings: Systematic Review and Meta-Analysis.

Open original source

https://pubmed.ncbi.nlm.nih.gov/41031474/

Professional education only

This summary does not replace clinical judgment, facility policy, provider orders, or official guidelines. Verify practice changes against the original source and local protocol.

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A single-center retrospective cohort found that approximately one quarter of laboratory-defined acute kidney injury cases on internal medicine wards were not documented, particularly when maximal creatinine was lower.

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Among 161 adult hospitalizations meeting serum-creatinine criteria for acute kidney injury, 39 cases (24.2%) were undocumented. Length of stay and in-hospital mortality did not differ significantly by documentation status.

Key takeaways

In the 149 hospitalizations with a demonstrable creatinine change, 33 cases (22.1%) were undocumented.
Higher maximal creatinine was associated with lower adjusted odds of underdocumentation.
The study did not test whether a detection or documentation intervention improves care or outcomes.

Why this matters on shift

A smaller creatinine rise may receive less attention even when it meets the study's laboratory definition of acute kidney injury, which can affect how renal risk is communicated across the inpatient team.

Bedside takeaway

Trend ordered renal-function results and communicate clinically important changes through local escalation and documentation workflows.

Nursing implications

Trend ordered renal-function results and communicate clinically important changes through the care team according to local escalation and documentation workflows.

Limitations & cautions

Abstract-only summary. This was a retrospective, single-center study of 161 hospitalizations; urine-output criteria and reliable preadmission creatinine values were unavailable, and the reference creatinine method may affect case classification.
AI-summarized from the linked source. Review the original article before applying to practice.

Citations · exact source links

Renal failure (PubMed). Underdocumentation of laboratory-defined acute kidney injury in internal medicine wards: a retrospective cohort study.

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AI-summarized from the linked source. Review the original article before applying to practice.

European heart journal (PubMed)Sep 6, 2026Research Article

In the pragmatic TARGET-D randomized trial, vitamin D dosing titrated to a serum target did not significantly reduce the composite of death, recurrent myocardial infarction, heart-failure hospitalization, or stroke after myocardial infarction.

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Among 630 participants followed for an average of 4.2 years, major cardiovascular events occurred in 15.7% with targeted vitamin D management and 18.4% with usual care (hazard ratio 0.85, 95% CI 0.58 to 1.24; P=0.40).

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At baseline, 87% of participants had a 25-hydroxyvitamin D level of 40 ng/mL or lower.
The primary composite outcome and the individual outcomes of death, heart-failure hospitalization, and stroke were not significantly different.
A lower recurrent-MI rate was a secondary finding and should not override the nonsignificant primary result.

Why this matters on shift

The trial cautions against presenting targeted vitamin D supplementation as a proven strategy for reducing major cardiovascular events after myocardial infarction.

Bedside takeaway

Present vitamin D as prescribed supplementation, not as a replacement for established post-MI secondary prevention.

Nursing implications

Reinforce the prescribed secondary-prevention plan and avoid implying that vitamin D replaces therapies with established post-MI benefit.

Limitations & cautions

Abstract-only summary. The trial included 630 participants, 78.1% were men, the primary confidence interval included benefit and no benefit, and individual secondary outcomes were not the primary endpoint.
AI-summarized from the linked source. Review the original article before applying to practice.

Citations · exact source links

European heart journal (PubMed). Targeted vitamin D supplementation and major adverse cardiovascular events after myocardial infarction: the TARGET-D trial.

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AI-summarized from the linked source. Review the original article before applying to practice.

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A prospective Dutch nursing-home cohort found clinically important differences in illness burden across respiratory viruses, with influenza and human metapneumovirus standing out.

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Among 3,195 residents at 15 nursing homes, 526 suspected acute respiratory-infection episodes were recorded and a virus was identified in 291. Influenza A was associated with delayed recovery, oxygen use, and threefold secondary-bacterial-pneumonia risk; hMPV was linked to fourfold more time in bed.

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Why this matters on shift

Frailty can amplify respiratory-infection consequences, and the causative virus may help anticipate recovery, oxygen, mobility, and secondary-infection needs.

Bedside takeaway

Trend oxygen needs, mobility, recovery, and secondary-pneumonia signs during nursing-home respiratory infections.

Nursing implications

During outbreaks or suspected infection, trend oxygen needs, mobility and time in bed, recovery, and signs of bacterial pneumonia according to facility protocols.

Limitations & cautions

Abstract-only summary. Data came from 15 Dutch nursing homes, the overall suspected-infection risk estimate was imprecise, and virus-outcome comparisons may be affected by confounding and small subgroup counts.
AI-summarized from the linked source. Review the original article before applying to practice.

Citations · exact source links

Journal of the American Medical Directors Association (PubMed). Clinical Impact of Acute Respiratory Virus Infections in Nursing Home Residents.

Open original sourceFull brief

AI-summarized from the linked source. Review the original article before applying to practice.

Key takeaways

Practice implications

Limitations & cautions

Exact source links

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