Barriers to vasectomy acceptance and uptake in Nigeria: A review of the literature.
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
There is growing support of male involvement in reproductive health and the integration of voluntary vasectomy services into national family planning programs in lower resource contexts; yet, the prevalence of women of reproductive age who rely on vasectomy in African countries such as Nigeria, is less than 1 percent. This review was conducted to gain a broader understanding of current sociocultural and health systems' conditions that need to be addressed to expand the integration and acceptability of vasectomy as an option for family planning in Nigeria. To explore this, a scoping of existing literature on vasectomy in Nigeria between 2009 to 2021 was conducted. The review focused on qualitative studies and grey literatures. The findings reveal that there is a strong awareness of vasectomy among men in Nigeria. Yet, several factors such as fear and religious and cultural beliefs prevent men from having the same confidence in vasectomy as they have in female biomedical methods. These findings have implications for future family planning policies, strategies and programmes in the country.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it