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Record W4400878638 · doi:10.1371/journal.pone.0307532

Poverty, childcare responsibilities, and stigma hinder adolescent mothers from returning to school in a low-income urban informal settlement in Kenya

2024· article· en· W4400878638 on OpenAlexfundno aff
Sheila Mukabana, Benta Abuya, Caroline W. Kabiru, Anthony Idowu Ajayi

Bibliographic record

VenuePLoS ONE · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicPoverty, Education, and Child Welfare
Canadian institutionsnot available
FundersAfrican Population and Health Research CenterInternational Development Research CentreStyrelsen för Internationellt Utvecklingssamarbete
KeywordsPovertyStigma (botany)Thematic analysisPsychologyQualitative researchMedicineDevelopmental psychologyPolitical scienceSociologyPsychiatry

Abstract

fetched live from OpenAlex

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.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.002
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.035
Threshold uncertainty score0.070

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0060.002
Scholarly communication0.0010.001
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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.

Opus teacher head0.018
GPT teacher head0.253
Teacher spread0.236 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations11
Published2024
Admission routes1
Has abstractyes

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