Evidence mapPaperPMID 41690013Full record

ArticleNeurobiology of aging2026

Gender-related facilitators and barriers to participation in research on aging using fuzzy cognitive mapping.

Vasvi Dhir, Ivan Sarmiento, Isabel McDonald, Maude Gélinas Faucher, Stéfanie A Tremblay, Mark J Yaffe, Neil Andersson, Maiya R Geddes

Abstract read
In one paragraph

Article in Neurobiology of aging, 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.

Vasvi DhirDepartment of Neurology and Neurosurgery, Faculty of Medicine and Health Sciences, Montreal Neurological Institute and Hospital, McGill University, Montreal, QC H3A 2B4, Canada. Electronic address: vasvi.dhir@mail.mcgill.ca.
Ivan SarmientoDepartment of Family Medicine, Faculty of Medicine and Health Sciences, McGill University, Montreal, QC H3S 1Z1, Canada; Grupo de Estudios en Sistemas Tradicionales de Salud, Universidad del Rosario, Calle 12 # 3A 21, Cota, Cundinamarca, Bogotá, Colombia.
Isabel McDonaldFaculty of Science, McGill University, Montreal, QC H3A 2K6, Canada.
Maude Gélinas FaucherFaculty of Medicine and Health Sciences, McGill University, Montreal, QC H3G 2M1, Canada.
Stéfanie A TremblayDepartment of Neurology and Neurosurgery, Faculty of Medicine and Health Sciences, Montreal Neurological Institute and Hospital, McGill University, Montreal, QC H3A 2B4, Canada.
Mark J YaffeDepartment of Family Medicine, Faculty of Medicine and Health Sciences, McGill University, Montreal, QC H3S 1Z1, Canada; Family Medicine Group, St. Mary's Hospital, Montreal, QC H3T 1M5, Canada.
Neil AnderssonDepartment of Family Medicine, Faculty of Medicine and Health Sciences, McGill University, Montreal, QC H3S 1Z1, Canada; Centro de Investigación de Enfermedades Tropicales, Universidad Autónoma de Guerrero, Acapulco 39630, Mexico.
Maiya R GeddesDepartment of Neurology and Neurosurgery, Faculty of Medicine and Health Sciences, Montreal Neurological Institute and Hospital, McGill University, Montreal, QC H3A 2B4, Canada; Centre for Studies in the Prevention of Alzheimer's Disease, Douglas Mental Health Institute, McGill University, Montreal, QC H4H 1R3, Canada.

Funding

Boston Roybal Center for Active Lifestyle InterventionsP30AG048785 · NIA · BRANDEIS UNIVERSITY · PI MARGIE E LACHMAN · 2023 to 2023
$1.1M
NIA NIH HHS P30 AG048785
6 · The paper itself

Abstract

In the context of cognitive neuroscience research on aging, older women are often overrepresented in observational research, whereas men are overrepresented in clinical trials. Factors underlying the selection bias between and across genders in research on aging are currently poorly understood. Addressing this knowledge gap is critical to provide guidance on how we might mitigate selection bias and improve the generalizability, robustness, and reproducibility of our findings. We aimed to identify the barriers and facilitating factors that older adults perceive when considering participation in cognitive neuroscience research that were shared across, or that differed between, older women and men. We employed fuzzy cognitive mapping (FCM), a method that facilitates participation in research and action. Maps were co-created individually with research participants to identify factors, and their inter-relationships, that encouraged or hindered their participation in research. These factors were then standardized across maps, categorized through thematic analysis, and organized into group-level causal networks using graph theory methods. Our results indicated that both older women and men perceived individual psychological motivators, the quality of communication with the research team, logistic considerations and research-specific practices as key factors that influenced their participation in research. Dissociable factors between genders were also identified: Prior personal and professional experiences facilitated research engagement in women, whereas willingness to return benefits to the general population encouraged men's research participation. These findings provide insights to guide the development of sampling strategies that enable equitable access to research and enhanced sample representativeness among women and men in research on aging.

Indexed as

AgingCognitionFuzzy LogicNeurosciencesSex CharacteristicsAgedCommunicationFemaleHumansMaleMotivationSelection BiasSex FactorsSoft ComputingAgingCognitive neuroscienceFuzzy cognitive mappingGenderHealth equityRecruitment biasResearch participation

Identifiers

PMID41690013
PMCPMC13464364

What Socratic holds

Textmetadata
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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 Socratic graph.