Predictors of Female Genital Mutilation or Cutting Among Daughters of Women in Guinea, West Africa
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
Background and Objective: In some African countries like Guinea, female genital mutilation/cutting (FGM/C) has been considered as an essential social norm in ensuring girls’ and women’s virginity by reducing their sexual desires. This study aimed at examining the factors associated with FGM/C among daughters of women aged 15-49 in Guinea. Methods: Using the 2018 Guinea Demographic and Health Survey, we analyzed data on 10,721 women of reproductive age (15-49 years) who had at least one daughter. A two-level multi-level logistic regression analysis was fitted and the random and fixed effects together with their corresponding 95% credible intervals (95% CrIs) were presented. Results: Women of all age categories had higher odds of having circumcised daughters with the substantially highest odds among those aged 35-39 (aOR=26.10, CrI=11.22-53.94) compared to those aged 15-19. “FGM/C was higher among daughters of circumcised mothers (aOR=5.50, CrI=3.11-9.72), compared to those who were not circumcise. Compared to Muslims, women who were either animists or had no religion were more likely to circumcise their daughters (aOR=2.13, CrI=1.12-4.05). Conversely, women with secondary/higher education, whose partners had secondary/higher education, Christians, women of richest wealth index and those who lived in the Faranah and N’zerekore regions were less likely to circumcise their daughters. Conclusion and Implications for Translation: The current study revealed that individual and contextual factors are associated with FGM/C among daughters of women aged 15-49 in Guinea. The findings imply that eliminating FGM/C in Guinea requires multifaceted interventions such as advocacy and educational strategies like focus group discussions, peer teaching, mentor-mentee programs in regions noted with the FGM/C practice. This will help achieve the Sustainable Development Goal 5.3 which focuses on eliminating all harmful practices, such as child, early and forced marriage and female genital mutilation by 2030. Copyright © 2021 Ahinkorah. et al. Published by Global Health and Education Projects, Inc. This is an open-access article distributed under the terms of the Creative Commons Attribution License CC BY 4.0.
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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 | 0.007 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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