Balancing paid work and child care in a slum of Nairobi, Kenya: the case for centre-based child care
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
As a growing number of women across sub-Saharan Africa engage in paid work, they face the challenge of finding suitable child care arrangements. Drawing on survey data from over 1,200 mothers and in-depth interviews with 31 of these women, we find that mothers living in a slum of Nairobi, Kenya, employ three main strategies to balance their work and child care responsibilities: (1) combine work and child care, (2) rely on kin and neighbours, or (3) use centre-based care. Mothers reported numerous disadvantages to either bringing their children to work or depending on others for child care assistance. In contrast, mothers highlighted several perceived benefits of centre-based child care for themselves and their children, while noting that costs were often prohibitive. These findings suggest that providing affordable centre-based child care could be a key strategy to improving the lives and welfare of women and children living in African slums.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 it