Poverty, childcare responsibilities, and stigma hinder adolescent mothers from returning to school in a low-income urban informal settlement in Kenya
Bibliographic record
Abstract
BACKGROUND: While a few studies have examined barriers to school re-entry among adolescent mothers, studies focusing on the experiences of girls in low-income informal settlements are scarce. We examined the factors that hindered parenting girls living in a resource-constrained urban setting from re-enrolling in school. STUDY SETTING: We conducted the study in Korogocho, a low-income urban informal settlement in Nairobi, Kenya. METHODS: Barriers to school re-entry were documented through inductive thematic analysis of 32 in-depth interviews with pregnant and parenting adolescent girls aged 15 to 19 years (N = 22), parents/guardians (N = 10), and 10 key informant interviews with teachers (N = 4), and community leaders (N = 6). RESULTS: Interviewed girls blamed their being out of school on their childcare responsibilities, poverty, stigmatizing and discriminatory attitudes from students and teachers, and withdrawal of parental support. While parents, teachers, and community leaders agreed that poverty and lack of childcare support hindered parenting girls from returning to school, they contended that robust support systems encompassing childcare and financial support, and less hostile school environments constituted facilitators of school re-entry among parenting adolescents. CONCLUSION: While the 2020 National Guidelines for School Re-entry in Kenya seek to deter the exclusion of adolescent mothers from education thereby ensuring retention, transition and completion at all basic education levels, the findings underscore the need for programs that ensure that pregnant and parenting adolescents have the requisite financial, material, and childcare support to facilitate their retention or re-enrollment in school in line with the Guidelines. School administrators and the Ministry of Education should develop and implement interventions that make the school environment less hostile for parenting girls.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".