Evidence map›Paper›PMID 41324612›Full record

ArticleBMJ global health2025

Using causal loop diagrams to examine the interrelationships between factors influencing family planning utilisation in urban east central Uganda.

Jacquellyn Nambi Ssanyu, Rachel Cassidy, Leif Eriksson, Joan Kalyango, Peter Waiswa, Mats Målqvist

Abstract read
In one paragraph

Article in BMJ global health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

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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

1 citing paper in PubMed.

  1. 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

6 authors.

Jacquellyn Nambi SsanyuCentre for Health and Sustainability, Women's and Children's Health, Uppsala Universitet, Uppsala, Uppsala, Sweden sanyukajacque@gmail.com.ORCID 0000-0003-0417-6030
Rachel CassidyKPM Center for Public Management, University of Bern, Bern, Switzerland.
Leif ErikssonCentre for Health and Sustainability, Women's and Children's Health, Uppsala Universitet, Uppsala, Uppsala, Sweden.
Joan KalyangoClinical Epidemiology Unit, Makerere University College of Health Sciences, Kampala, Kampala, Uganda.
Peter WaiswaSchool of Public Health, Makerere University, Kampala, Uganda.
Mats MålqvistCentre for Health and Sustainability, Women's and Children's Health, Uppsala Universitet, Uppsala, Uppsala, Sweden.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

introductionDespite progress in reducing Uganda's unmet need for family planning (FP), particularly in urban areas, it remains high with notable intraurban disparities. FP services in urban settings are delivered in a complex health system, which impacts service delivery and utilisation. Acknowledging the complexity of FP utilisation in these contexts, this study adopted a systems thinking approach, using causal loop diagrams (CLDs), to examine the interrelationships between the factors influencing FP uptake in urban east central Uganda.

methodsThis qualitative study, conducted in Jinja city and Iganga municipality, used community-based system dynamic modelling to create CLDs to visualise the interrelationships between the different factors. The CLDs were developed through two group model building workshops, involving 14 community members and other key stakeholders. Initial model building was based on themes derived from analysis of data from eight focus group discussions, eight key informant interviews and four indepth interviews. The resulting CLDs were subsequently validated in a separate meeting with the participants.

resultsThe study identified 30 key factors influencing FP utilisation mediated through five mechanisms: reproductive autonomy, service access, client satisfaction, perceptions of FP as important and perceived susceptibility to sexually transmitted infections among women. It highlighted the role of self-regulating feedback loops related to side effects, commodity and supply availability and provider workload, which moderate FP use. Additionally, the study emphasised the positive reinforcing effects of enhanced access to FP information on service access and uptake.

conclusionEffective FP intervention designs should account for the complex interplay of factors affecting utilisation. Key leverage points include addressing the underlying negative religious and sociocultural beliefs that shape system behaviour, improving information flow and data use for better commodity management and human resource sustainability, enhancing contraceptive pharmacovigilance systems, improving the management of side effects and increasing access to FP information.

Indexed as

Family Planning ServicesPatient Acceptance of Health CareUrban PopulationAdolescentAdultFemaleFocus GroupsHealth Services AccessibilityHumansMaleMiddle AgedQualitative ResearchUgandaYoung AdultGlobal HealthHealth systemsMaternal healthOther study designPublic Health

Identifiers

PMID41324612
PMCPMC12359470

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LicenceCC BY
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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.