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Record W4412682996 · doi:10.1186/s12905-025-03914-w

Exploring the multifaceted correlates of household decision-making autonomy among married women in Cameroon

2025· article· en· W4412682996 on OpenAlexaff
Daniel Amoak, Yujiro Sano, Satveer Dhillon, George N. Chidimbah Munthali, Roger Antabe, Isaac Luginaah

Bibliographic record

VenueBMC Women s Health · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicMarriage and Sexual Relationships
Canadian institutionsUniversity of TorontoNipissing UniversityWestern University
Fundersnot available
KeywordsReproductive medicineMedicineAutonomyDemographyPregnancy

Abstract

fetched live from OpenAlex

BACKGROUND: Research documents married women's household decision-making autonomy as a critical determinant of a range of sexual and reproductive behaviours in many less developed countries. Despite this importance, however, very few studies explore the prevalence and correlates of women's household decision-making autonomy in countries in sub-Saharan Africa, including Cameroon. METHODS: Using the 2018 Cameroon Demographic and Health Survey, this study employs a binary logistic regression analysis to explore the demographic, locational, and socioeconomic determinants of women's household decision-making autonomy. RESULTS: About half of respondents (47%) indicate that they are involved in the decision-making process at the household level. We find that women in polygamous marriages are less likely to be involved in the decision-making process in comparison to their monogamous counterparts (aOR = 0.69, p < 0.001). Similarly, compared to traditional women, Muslim women (aOR = 0.27, p < 0.001) and women with no religious affiliation (aOR = 0.35, p < 0.01) are less likely to be involved in the decision-making process. Also, our analysis shows that married women aged 15-19 (aOR = 0.27, p < 0.001), 20-24 (aOR = 0.43, p < 0.001), 25-29 (aOR = 0.51, p < 0.001), 30-34 (aOR = 0.75, p < 0.01), and 35-39 (aOR = 0.71, p < 0.01) are less likely to be involved in decision-making process in comparison to their counterparts aged 45-49. Finally, poorer, less educated, and unemployed women are less likely to be involved in the decision-making process in comparison to their wealthier, more educated, and employed counterparts. CONCLUSIONS: Based on these findings, policymakers must be cognisant of the household power dynamics in polygamous relationships when implementing programs that promote gender equality and women's autonomy. Furthermore, the government should prioritize initiatives and socioeconomic support programs focusing specifically on marginalized groups. Investing in education and raising awareness about women's rights, gender equality, and the importance of inclusive decision-making can be instrumental in challenging societal attitudes and promoting women's autonomy.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.004
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation 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 score0.168
Threshold uncertainty score0.505

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.113
GPT teacher head0.352
Teacher spread0.239 · 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 teacher head, 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

Citations5
Published2025
Admission routes1
Has abstractyes

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