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Record W4409439871 · doi:10.1038/s41598-025-98049-1

Multigenerational attitudes to gender norms on intimate partner violence and the sexual and reproductive health of young people in Nigeria

2025· article· en· W4409439871 on OpenAlexfundno aff
Chinyere Mbachu, Joy Nkeiruka Ozughalu, Ifunanya Clara Agu, Chibuike Agu, Obinna Onwujekwe

Bibliographic record

VenueScientific Reports · 2025
Typearticle
Languageen
FieldHealth Professions
TopicAdolescent Sexual and Reproductive Health
Canadian institutionsnot available
FundersInternational Development Research Centre
KeywordsReproductive healthSexual violenceDomestic violenceSexual behaviorPsychologyOccupational safety and healthHuman factors and ergonomicsPoison controlSocial psychologyMedicineCriminologyEnvironmental healthPopulation

Abstract

fetched live from OpenAlex

This study undertook an assessment of multigenerational attitudes towards gender norms related to intimate partner violence (IPV), sexuality, and reproductive health behaviours. A cross-sectional household survey was conducted among 1630 young people and adults, in six communities in Ebonyi state, southeast Nigeria. In data analysis, mean attitude scores were computed and compared across generation cohorts using analysis of variance. Attitudes toward each domain of intimate partner relationships served as the dependent variables in three separate linear regression analyses, where the predictors were identified accordingly. The results showed that the differences in mean scores on attitudes towards gender norms about IPV and sexuality in intimate partner relationship were not statistically significant across the generation cohorts (p > 0.05). However, there were significant differences in the attitudes of generation cohorts towards gender norms relating to sexuality and reproductive health behaviour. The sociodemographic predictors of attitudes to gender norms on IPV were male gender (β = 0.106, p = < 0.001) and urban residence (β = 0.075), p = < 0.001), while tertiary education predicted attitudes to gender norms on sexuality (β= - 0.156, p = 0.012) and reproductive health behaviour (β= - 0.216, p = < 0.001). The findings highlighted generational similarities and differences in attitudes towards gender norms in intimate partner relationships. Generational differences were shaped by factors such as age, gender, and education level. Conducting longitudinal studies could reveal how these attitudes evolve and societal changes' impact.

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)0.001
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 score0.011
Threshold uncertainty score0.023

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.065
GPT teacher head0.425
Teacher spread0.360 · 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".

Quick stats

Citations1
Published2025
Admission routes1
Has abstractyes

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