Evidence map›Paper›PMID 40743520›Full record

ArticleJMIR medical education2025

The Evolution of Medical Student Competencies and Attitudes in Digital Health Between 2016 and 2022: Comparative Cross-Sectional Study.

Paula Veikkolainen, Timo Tuovinen, Petri Kulmala, Erika Jarva, Jonna Juntunen, Anna-Maria Tuomikoski, Merja Männistö, Teemu Pihlajasalo, Jarmo Reponen

Abstract readComparative Study
In one paragraph

Article in JMIR medical education, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed, 1 pooled it
–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

5 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
  4. Article
  5. 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

9 authors.

Paula VeikkolainenFinnTelemedicum, Research Unit of Health Sciences and Technology, Faculty of Medicine, University of Oulu, Aapistie 5a, Oulu, 90220, Finland, 358 29 4480000.ORCID 0000-0002-7837-5916
Timo TuovinenFinnTelemedicum, Research Unit of Health Sciences and Technology, Faculty of Medicine, University of Oulu, Aapistie 5a, Oulu, 90220, Finland, 358 29 4480000.ORCID 0000-0001-7079-3673
Petri KulmalaMedical Research Center, the Wellbeing Services County of North Ostrobothnia and the University of Oulu, Oulu, Finland.ORCID 0000-0003-2895-8563
Erika JarvaResearch Unit of Health Sciences and Technology, Faculty of Medicine, University of Oulu, Oulu, Finland.ORCID 0000-0001-6860-4319
Jonna JuntunenResearch Unit of Health Sciences and Technology, Faculty of Medicine, University of Oulu, Oulu, Finland.ORCID 0000-0003-3195-8265
Anna-Maria TuomikoskiOulu University Hospital, Wellbeing Services County of North Ostrobothnia, Oulu, Finland.ORCID 0000-0001-9387-9058
Merja MännistöSchool of Health and Social Studies, JAMK University of Applied Sciences, Jyväskylä, Finland.ORCID 0000-0002-0017-6343
Teemu PihlajasaloMehiläinen Vaasa, Mehiläinen Health Services, Vaasa, Finland.ORCID 0000-0002-0107-1308
Jarmo ReponenFinnTelemedicum, Research Unit of Health Sciences and Technology, Faculty of Medicine, University of Oulu, Aapistie 5a, Oulu, 90220, Finland, 358 29 4480000.ORCID 0000-0003-2306-3111

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Modern health care systems worldwide are facing challenges, and digitalization is viewed as a way to strengthen health care globally. As health care systems become more digital, it is essential to assess health care professionals' competencies and skills to ensure they can adapt to new practices, policies, and workflows effectively. Objective: The aim of this study was to analyze how the attitudes, skills, and knowledge of medical students concerning digital health have shifted from 2016 to 2022 in connection with the development of the national health care information system architecture using the clinical adoption meta-model framework. Methods: The study population consisted of 5th-year medical students from the University of Oulu in Finland during 2016, 2021, and 2022. A survey questionnaire was administered comprising 7 background questions and 16 statements rated on a 5-point Likert scale assessing students' attitudes toward digital health and their self-perceived digital capabilities. The results were recategorized into a dichotomous scale. The statistical analysis used Pearson χ2 test. The Benjamini-Hochberg procedure was used for multiple variable correction. Results: The study included 215 medical students (n=45 in 2016, n=106 in 2021, and n=64 in 2022) with an overall response rate of 53% (43% in 2016, 74% in 2021, and 42% in 2022). Throughout 2016, 2021, and 2022, medical students maintained positive attitudes toward using patient-generated information and digital applications in patient care. Their self-perceived knowledge of the national patient portal significantly improved, with agreement increasing by 35 percentage points from 2016 to 2021 (P<.001) and this trend continued in 2022 (P<.001). However, their perceived skills in using electronic medical records did not show significant changes. Additionally, students' perceptions of the impact of digitalization on health promotion improved markedly from 2016 to 2021 (with agreement rising from 53% to 78%, P=.002) but declined notably again by 2022. Conclusions: Medical students' attitudes and self-perceived competencies have shifted over the years, potentially influenced by the national health information system architecture developments. However, these positive changes have not followed a completely linear trajectory. To address these gaps, educational institutions and policy makers should integrate more digital health topics into medical curricula and provide practical experience with digital technologies to keep professionals up-to-date with the evolving health care environment.

Indexed as

Attitude of Health PersonnelClinical CompetenceHealth Knowledge, Attitudes, PracticeStudents, MedicalAdultCross-Sectional StudiesDigital HealthFemaleFinlandHumansMaleSurveys and Questionnairescross-sectional studydigitaldigital competencedigital healthdigitalizationeHealthhealth carehealthcare digitalizationhealth care information systemhealth care professionalhealth care systemsinnovationmedical educationmedical informaticsmedical studentprofessional competencequestionnairesurveytechnologytelemedicine

Identifiers

PMID40743520
PMCPMC12313084

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.