Evidence map›Paper›PMID 41088142›Full record

ArticleBMC nursing2025

Enhancing undergraduate nursing informatics literacy through design-based learning: a mixed-methods participatory action research study.

Mingyan Shen, Zhixian Feng, Yanping Shen, Zuxin Shi

Abstract read
In one paragraph

Article in BMC nursing, 2025. 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. Article
  2. Review
  3. Article
  4. Article
  5. Article
  6. Review
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.

Mingyan ShenShulan (Hangzhou) Hospital, Shulan International Medical College, Zhejiang Shuren University, Hangzhou, P. R. China. 289155169@qq.com.
Zhixian FengShulan (Hangzhou) Hospital, Shulan International Medical College, Zhejiang Shuren University, Hangzhou, P. R. China.
Yanping ShenShulan (Hangzhou) Hospital, Shulan International Medical College, Zhejiang Shuren University, Hangzhou, P. R. China.
Zuxin ShiZhejiang Shuren University, Hangzhou, P. R. China.

Funding

Department of Education of Zhejiang Province JGBA2024419Zhejiang Shuren University yk 202401
6 · The paper itself

Abstract

backgroundRapid advances in healthcare technologies and hospital informatization have prompted the need for enhanced nursing informatics literacy among undergraduate nursing students. Traditional nursing curricula often lack authentic, design-oriented learning experiences that integrate nursing, computer science, and information technology.

aimThis four-year participatory action research study aimed to explore the effectiveness of a Design-Based Learning (DBL) approach in improving undergraduate nursing students' informatics literacies within a "Nursing Informatics" course.

methodsThis study adopted a participatory action research design with a convergent mixed-methods approach. From 2020 to 2024, a total of 622 undergraduate nursing students at a comprehensive university in China were recruited through total population sampling from an iterative, DBL-enhanced "Nursing Informatics" course. Students tackled real-world clinical informatics problems through iterative cycles of investigation, design, and redesign. Pre- and post-course informatics literacy scores were measured using a validated 28-item, 5-point Likert scale questionnaire (total score range: 28-140). Paired t-tests and Bayesian modeling assessed improvements over time, while focus group interviews provided qualitative insights into students' learning experiences.

resultsAcross all four cohorts, informatics literacy scores improved significantly (p < 0.001). The 2018 cohort's mean score increased from 73.13 ± 13.38 to 86.55 ± 12.21 (Cohen's d = 2.21), and by 2021 cohort, scores rose from 73.17 ± 15.15 to 92.47 ± 12.07 (Cohen's d = 3.07). Bayesian analysis confirmed that yearly improvements were credible, with posterior intervals excluding zero. Qualitative themes revealed enhanced interdisciplinary thinking, informatics skill mastery, stronger professional identity, and improved teamwork capabilities, suggesting that the observed quantitative gains represented meaningful, transformative learning experiences.

conclusionsImplementing a DBL approach within the "Nursing Informatics" curriculum significantly enhanced undergraduate nursing students' informatics literacy and fostered deeper engagement, critical thinking, and interdisciplinary collaboration. These findings underscore the value of authentic, design-oriented instructional strategies in preparing future nurses for increasingly informatics-driven clinical environments. Further research is recommended to compare DBL with alternative pedagogical models and assess long-term impacts on professional practice. CLINICAL TRIAL NUMBER: Not applicable. This study did not involve a clinical trial.

Indexed as

Curriculum developmentDesign-based learningInformatics literacyInterdisciplinary learningNursing educationNursing informaticsParticipatory action research

Identifiers

PMID41088142
PMCPMC12523023

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
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.