Evidence map›Paper›PMID 41813428›Full record

ArticleJMIR nursing2026

Perceptions and Intentions of Nursing Students Regarding Digital Health: Cross-Sectional Study.

Alexandre Castonguay, Sandrine Hegg-Deloye, Guy Paré, Faustin Armel Etindele Sosso

Erratum issuedAbstract read
In one paragraph

Article in JMIR nursing, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

4 authors.

Alexandre CastonguayFaculté des sciences infirmières, Université de Montréal, 2375 chemin de la Côte-Sainte-Catherine, Montreal, QC, H3T 1A8, Canada, 1 514-343-6437 ext 13751.ORCID 0000-0002-7102-9893
Sandrine Hegg-DeloyeFaculté des sciences infirmières, Université de Montréal, 2375 chemin de la Côte-Sainte-Catherine, Montreal, QC, H3T 1A8, Canada, 1 514-343-6437 ext 13751.ORCID 0000-0001-6209-2252
Guy ParéDépartement de technologie de l'information, HEC Montréal, Montreal, QC, Canada.ORCID 0000-0001-7425-1994
Faustin Armel Etindele SossoDépartement de technologie de l'information, HEC Montréal, Montreal, QC, Canada.ORCID 0000-0002-1977-0991

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The integration of digital health technologies (DHTs) in clinical practice is accelerating, creating a need for nursing students to develop digital competencies aligned with professional expectations. In Quebec, curricular reforms aim to enhance digital health literacy, but data are limited on students' preparedness. Objective: This study aimed to assess nursing students' perceptions, self-reported competencies, and willingness to engage with DHTs across different academic years. Methods: A cross-sectional descriptive survey assessing self-reported digital health competencies, attitudes, perceived training coverage, and intentions was conducted using an online questionnaire administered through Qualtrics. Participants (N=136) were recruited from 3 cohorts: first-year (group 1; n=58, 42.6%), second-year (group 2; n=55, 40.4%), and third-year (group 3; n=23, 16.9%) nursing students. Data were analyzed using descriptive statistics and ANOVAs, with post hoc analyses performed via SPSS. Results: Significant differences were observed among cohorts concerning digital competencies and access to digital tools. Compared with first-year students (group 1), third-year students (group 3) showed higher proficiency with electronic medical records (group 3: mean 3.29, SD 1.31; group 1: mean 2.59, SD 1.32; P=.01), virtual reality (group 3: mean 4.53, SD 1.11; group 1: mean 2.90, SD 1.44; P<.001), and clinical databases (group 3: mean 4.59, SD 1.00; group 1: mean 3.21, SD 1.55; P<.001). Despite positive attitudes toward DHTs across all groups, training coverage for most digital tools was perceived as low, with the highest levels reported for clinical databases (mean 2.97, SD 1.1). This underscored a substantial gap between institutional expectations and actual digital training across all cohorts. Conclusions: This study highlights critical gaps in digital health training among nursing students, emphasizing the need for targeted curricular reforms such as the one currently underway at the Université de Montréal. These efforts represent a promising opportunity to better align educational content with the evolving demands of health care systems. Today, preparing students in digital competencies is no longer just advantageous but may soon become essential for the next generation of nurses to navigate and lead within technology-driven care environments.

Indexed as

Digital HealthIntentionPerceptionStudents, NursingAdultAttitude of Health PersonnelCross-Sectional StudiesEducation, Nursing, BaccalaureateFemaleHumansMaleQuebecSurveys and Questionnairesdigital health educationeHealth competencieshealth information systemshealth ITinformatics competencynursing educationtechnology adoption in nursing

Identifiers

PMID41813428
PMCPMC12978967

What OpenQuestion holds

Textmetadata
LicenceCC BY
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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.