Evidence map›Paper›PMID 40249875›Full record

ArticleEuropean journal of public health2025

Public perceptions and engagement in mHealth: a European survey on attitudes toward health apps use and data sharing.

Francesco Andrea Causio, Flavia Beccia, Diego Maria Tona, Alessandra Verduchi, Antonio Cristiano, Giovanna Elisa Calabrò, Roberta Pastorino, Carla van El, Stefania Boccia

Erratum issuedAbstract read
In one paragraph

Article in European journal of public health, 2025. 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 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

4 citing papers in PubMed.

  1. Article
  2. Observational
  3. Article
  4. Article
4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

9 authors.

Francesco Andrea CausioSection of Hygiene, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Rome, Italy.
Flavia BecciaSection of Hygiene, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Rome, Italy.
Diego Maria TonaSection of Hygiene, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Rome, Italy.
Alessandra VerduchiSection of Hygiene, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Rome, Italy.
Antonio CristianoSection of Hygiene, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Rome, Italy.
Giovanna Elisa CalabròSection of Hygiene, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Rome, Italy.
Roberta PastorinoSection of Hygiene, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Rome, Italy.
Carla van ElSection Community Genetics, Department of Human Genetics, and APH Research Institute, Amsterdam UMC, location Vrije Universiteit, Amsterdam, The Netherlands.
Stefania BocciaSection of Hygiene, Department of Life Sciences and Public Health, Università Cattolica del Sacro Cuore, Rome, Italy.

Funding

European network staff eXchange for integrating precision health in the Health Care SystemsEuropean Union's Horizon 2020European Union's Horizon 2020 research and innovation program 823995Ministry of Health CCM2021Ministry of Health CUP B85F21004970001Università Cattolica del Sacro Cuore
6 · The paper itself

Abstract

This study investigates public perceptions and engagement with mobile health (mHealth) across eight European countries: Italy, the Netherlands, France, Germany, Spain, Poland, Romania, and Hungary. The focus is on attitudes toward health app usage and data sharing, addressing data privacy and security concerns while highlighting generational and educational differences. A cross-sectional survey was conducted with 6581 participants from the selected countries. The survey assessed current usage of health apps, interest in future use, willingness to share health data, and concerns about data privacy. Demographic factors such as age, education level, and geographical location were analyzed to determine their influence on mHealth engagement. The survey revealed that 21.87% of respondents currently use health apps, while 42.71% expressed interest in future use. Regarding data sharing, 52.82% were willing to share health data with healthcare providers, and 25.48% with public and private research institutions. However, concerns about data misuse (72.34%) and hacking (63.68%) were prevalent. Significant generational differences emerged, with older generations showing lower adoption rates of health apps. Education level was a key factor; individuals with tertiary education were more likely to use health apps and demand transparency. The findings emphasize the need for targeted strategies to improve digital literacy, address privacy concerns, and ensure equitable access to mHealth technologies across Europe. Tailored interventions are essential to bridge generational and educational gaps in mHealth engagement while fostering trust in data security measures.

Indexed as

Information DisseminationMobile ApplicationsPublic OpinionTelemedicineAdolescentAdultAgedCross-Sectional StudiesEuropeFemaleHumansMaleMiddle AgedSurveys and QuestionnairesYoung Adult

Identifiers

PMID40249875
PMCPMC12199249

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.