Evidence mapPaperPMID 40199963Full record

ArticleScientific reports2025

Systematic development and refinement of a user-centered evidence-based digital toolkit for supporting self-care in gestational diabetes mellitus.

Maria Lua Nunes, Beatriz Félix, Francisco Nunes, Inês Santos

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

0numbers the graph read from it
0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

  1. Trial
  2. Article
  3. Article
  4. Implementation of a Gestational Diabetes Virtual Care Clinic: A Before-After Comparative Study.Diabetes therapy : research, treatment and education of diabetes and related disorders · 2026
    Article
  5. Article
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.

Maria Lua NunesFraunhofer Portugal AICOS, Porto, Portugal. maria.nunes@aicos.fraunhofer.pt.ORCID http://orcid.org/0000-0003-1109-7189
Beatriz FélixFraunhofer Portugal AICOS, Porto, Portugal.ORCID http://orcid.org/0009-0002-4149-429X
Francisco NunesFraunhofer Portugal AICOS, Porto, Portugal.ORCID http://orcid.org/0000-0002-4913-9412
Inês SantosInstituto de Saúde Ambiental, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal. santosi@medicina.ulisboa.pt.ORCID http://orcid.org/0000-0002-1638-8551

Funding

Fundação para a Ciência e Tecnologia (FCT-Portugal) 2022.09373.PTDC
6 · The paper itself

Abstract

Gestational diabetes mellitus (GDM) is a pregnancy complication affecting many women, requiring changes in behaviours, which command them to learn self-care practices shortly. Digital interventions have been developed to support women with GDM. However, they have often overlooked women's needs and characteristics and failed to frame self-care theories into their design. To address this issue, we adopted a mixed methods approach to develop and refine a user-centred, evidence-based digital Toolkit for supporting self-care in GDM, providing behavioural and educational content, particularly about nutrition. To inform the development and refinement of the Toolkit, we conducted a literature review, observed sixty-six nutrition appointments, interviewed eleven dietitians and seventeen patients, and held co-creation sessions with two dietitians, all of which were analysed using a deductive Thematic Analysis. To validate the Toolkit, we conducted a survey with seventeen healthcare professionals, which was analysed using descriptive statistics. The final version of the NUTRIA Toolkit consists of four main modules with thirty-eight artefacts, including behavioural tools to assist women in GDM management. Despite some limitations, this study robustly endorsed the development and refinement of a user-centred, evidence-based Toolkit for supporting self-care in GDM, aiming for future feasibility and trial testing.

Indexed as

Diabetes, GestationalSelf CareAdultFemaleHumansPregnancySurveys and QuestionnairesBehaviour changeHealth educationInformation and communication technologiesmHealthNutritionPregnancy

Identifiers

PMID40199963
PMCPMC11978992

What Socratic 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 Socratic graph.