Breastfeeding, Wage Labor, and insufficient milk in peri-urban Kathmandu, Nepal
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
This article presents a case study of breastfeeding mothers who are working as carpet-makers in peri-urban Kathmandu, Nepal. A sample of women surveyed about their current infant feeding practices revealed that half of the infants aged three to four months had been introduced to non-breast milk foods and liquids. During in-depth interviews some mothers explained that they supplemented breastfeeding with either milk or solids if they felt that they did not have enough breast milk for their infants. Reports of insufficient milk (IM) among these Nepali women is discussed within the larger context of IM as a worldwide phenomenon that is often associated with the cessation of breastfeeding and the switch to bottle-feeding based on commercial milk products. On average, the women in this study breastfed their infants until the latter were approximately three years of age. A status quo method for determining median duration of breastfeeding indicates that there is no significant difference in the duration of breastfeeding between mothers who work in carpet-making factories and those who spin wool at home. It is argued that reports of IM in this setting are not associated with the abandonment of breastfeeding, for a number of reasons including: the cultural approbation of breastfeeding; the low usage of baby bottles among peri-urban mothers, and the flexible labor practices of the carpet-making industry.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.013 | 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