Evidence map›Paper›PMID 42558167›Full record

ArticleFrontiers in cardiovascular medicine2026

CardioGAP+: bridging the gap between patient identification and therapy implementation in cardiovascular risk.

João Fonseca Sousa, Bárbara Rocha, Marta Silva, Mariana Canelas-Pais, Alice Coelho, Irene Guimarães, Vanessa Queirós, Rui Baptista

Abstract read
In one paragraph

Article in Frontiers in cardiovascular medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

8 authors.

João Fonseca SousaCardiology Department, Unidade Local de Saúde de Gaia e Espinho E.P.E., Vila Nova de Gaia, Portugal.
Bárbara RochaNovartis Portugal, Porto Salvo, Portugal.
Marta SilvaNovartis Portugal, Porto Salvo, Portugal.
Mariana Canelas-PaisDepartment of Community Medicine, Information and Health Decision Sciences (MEDCIDS), Faculty of Medicine, University of Porto, Porto, Portugal.
Alice CoelhoUnidade Local de Saúde de Entre Douro e Vouga E.P.E., Santa Maria da Feira, Portugal.
Irene GuimarãesCâmara Municipal de São João da Madeira, São João da Madeira, Portugal.
Vanessa QueirósCâmara Municipal de São João da Madeira, São João da Madeira, Portugal.
Rui BaptistaUnidade Local de Saúde de Entre Douro e Vouga E.P.E., Santa Maria da Feira, Portugal.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Introduction: In the face of escalating medical complexity, the development of simple strategies that allow the optimization of resources becomes more urgent than ever. This is particularly evident in cardiovascular diseases (CVD), where despite successful risk stratification and mitigation strategies, elevated mortality rates persist among socioeconomically disadvantaged groups. Efforts to prevent CVD events rely on early identification of at-risk individuals and timely implementation of risk-mitigating measures. Persistent challenges in health systems to identify and intervene with high-risk patients underline the growing importance of implementation science. Operating in the real-world context, this field allows to bridge the gap between identifying at-risk individuals and implementing tailored therapeutic strategies, facilitating the clinical assimilation of diagnostic and therapeutic advancements. RE-AIM (Reach, Effectiveness, Adoption, Implementation, Maintenance) framework was applied to structure and evaluate this implementation process. Methods and analysis: The CARDIOGAP + project emerges as a prospective solution to this challenge. By focusing on the industrial and manufacturing workforce, it seeks to achieve the early identification of high and very high-risk individuals through data routinely collected in Occupational Medicine (OM) appointments, which occur biennially (or annually for individuals aged 50 or over). Patients will be risk stratified according to the ESC guidelines using the data collected on the OM appointments, allowing a systematic and prompt recognition of individuals at elevated cardiovascular (CV) risk. The identified patients will be referred to a CV risk hospital consultation, where therapeutic interventions fostering adherence will be implemented. After the first hospital appointment, patients will be followed up to 1 year. As a pilot implementation study, sample size was determined by feasibility and precision considerations rather than by a formal power calculation for the exploratory 12-month risk-factor outcomes. Ethics and dissemination: This study was developed with reference to the SPIRIT (Standard Protocol Items: Recommendations for Interventional Trials) recommendations, adapted for a non-randomized implementation study, and in compliance with the Declaration of Helsinki and Good Pharmacoepidemiology Practice (GPP). Reporting of study results will follow the STROBE guidelines, ensuring ethical conduct and data integrity. Written informed consent will be obtained from all participants or their legal representatives. Confidentiality is safeguarded through de-identification and secure data storage. Results may be published or shared in public databases, following Novartis and ICMJE standards.

Indexed as

cardiovascular diseasescommunity health planningheart disease risk factorsoccupational medicinepreventive medicineprimary prevention

Identifiers

PMID42558167
PMCPMC13437267

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Registered trials

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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.