‘They will listen to women who speak but it ends there’: examining empowerment in the context of water and sanitation interventions in Ghana
Bibliographic record
Abstract
Abstract Gender plays a vital role in shaping access to and governance of water, sanitation, and hygiene (WASH) services in many contexts. Notably, women and men have different WASH-associated roles as well as varying access to resources and power. This study explores the meanings of women's empowerment in the WASH sector from the perspective of local stakeholders in the Asutifi North District, Ghana. A qualitative approach was employed, which involved 15 key informant interviews with community leaders, local government professionals, and WASH practitioners. Participants conceptualized empowerment in terms of four major themes: (1) availability of resources, (2) WASH information, (3) social and cultural structures, and (4) agency. Participants defined empowerment as a multifaceted process shaped by their physical, social, cultural, and political environments. The study provides researchers and practitioners with a greater understanding of the dimensions of empowerment that are relevant to strengthening WASH interventions and practices.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.015 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.015 |
| Scholarly communication | 0.004 | 0.004 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.006 | 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 source (direct Gemma or distilled Codex), 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".