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Record W4410967072 · doi:10.1186/s12913-025-12951-y

Urban‒rural differences and determinants of utilization of sexual and reproductive health services among males in Anambra State, South-eastern Nigeria

2025· article· en· W4410967072 on OpenAlexaff
Nwamaka Alexandra Ezeonu, Achunam Simeon Nwabueze, Nkiru Ezeama, Ijeoma Uchenna Itanyi, Darlington Chukwudinma, Franklin Odini

Bibliographic record

VenueBMC Health Services Research · 2025
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent Sexual and Reproductive Health
Canadian institutionsPublic Health Ontario
Fundersnot available
KeywordsMedicineNursing researchHealth administrationReproductive healthPublic healthHealth informaticsSocioeconomicsEnvironmental healthHealth services researchDemographyNursingPopulationSociology

Abstract

fetched live from OpenAlex

INTRODUCTION: Males have substantial sexual and reproductive health (SRH) needs, but there is low utilization of these SRH services. We compared the utilization and ascertained factors associated with the utilization of sexual and reproductive health services among males in urban and rural areas of Anambra State, Nigeria. METHODS: A community-based cross-sectional study was conducted in Anambra State. Using multistage sampling, 1147 respondents were surveyed via interviewer-administered, structured questionnaires. Data was collected on socio-demographic characteristics, utilization of, and factors associated with the utilization of SRH services. We compared differences in the utilization of SRH services among males using Z test. Simple binary logistic regression analysis was performed to obtain odds ratios and 95% confidence intervals of the crude associations between each predisposing, enabling, and need factor and the utilization of male SRH services. Factors that had a p-value of ≤ 0.05 in the bivariable analysis were included in a multivariable logistic regression analysis to ascertain the independent association between each factor and the utilization of SRH services while controlling for the other factors. The level of statistical significance was set at < 0.05. RESULTS: The mean age of the respondents was 28.00 ± 9.35 years. There was a low level of utilization, with males in rural areas (35.6%) having a higher level of utilization than males in urban areas (27.0%). Rural location, older age, higher educational level, communication with sexual partner, access to SRH information, exposure to SRH information on mass media, access to health insurance, being sexually active, feeling susceptible to SRH diseases, and having a diagnosis of SRH disease in the last 12 months were positively associated with the utilization of male sexual and reproductive health services. Marital and employment status, number of children, number of sexual partners and recent sexual intercourse were negatively associated with the utilization of male sexual and reproductive health services. CONCLUSION: There is suboptimal utilization of SRH services in Anambra State, Nigeria. Interventions targeting these identified factors could increase the utilization of male sexual and reproductive health services in such settings.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.009
Threshold uncertainty score0.017

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.142
GPT teacher head0.498
Teacher spread0.356 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Citations1
Published2025
Admission routes1
Has abstractyes

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