Integrating Culture, Gender, and Human Rights: Supporting Community-Level Strategies to Eradicate Female Genital Mutilation/Cutting (FGM/C) in Africa
Bibliographic record
Abstract
This narrative shares the author's reflections on international efforts to support community level strategies that promote the abandonment of female genital mutilation/cutting (FGM/C) in Africa. The author's perspective is informed, in part, by her former position as a United Nations Population Fund (UNFPA) program offiicer in Yaounde, Cameroon, and many years of international social work experience. The author aims to share how international organizations and community grassroots efforts have addressed the controversies surrounding FGM/C, in order to implement culturally sensitive programs for the abandonment of the practice, advocate for legal and policy reforms, and build local capacity to address all forms of FGM/C. Lessons learned from an international roundtable event will highlight how culture, gender and human rights intersect and inform innovation in Africa. Unity is Strength - Ganda (Uganda) Proverb
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
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".