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Record W4410138970 · doi:10.1136/bmjgh-2024-016637

Climate change, resource insecurities and sexual and reproductive health among young adolescents in Kenya: a multi-method qualitative inquiry

2025· article· en· W4410138970 on OpenAlexafffund
Carmen H. Logie, Aryssa Hasham, Julia Kagunda, Humphres Evelia, Clara Gachoki, Beldine Omondi, Lesley Gittings, Sarah Van Borek, Peter A. Newman, Esme Fuller‐Thomson, Lina Taing, Isabel G. Sternthal, Sheri D. Weiser, Robert S. Hogg, Janet M. Turan

Bibliographic record

VenueBMJ Global Health · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicClimate Change and Health Impacts
Canadian institutionsSimon Fraser UniversityWestern UniversityUnited Nations University Institute for Water, Environment, and HealthWomen's College HospitalUniversity of Toronto
FundersSocial Sciences and Humanities Research Council of CanadaCanada Research ChairsCanada Foundation for Innovation
KeywordsTransactional sexFocus groupReproductive healthThematic analysisPhotovoiceSexual violenceEnvironmental healthQualitative researchGeographyDemographyPsychologySocioeconomicsMedicinePopulationSociologyNursingEconomic growth

Abstract

fetched live from OpenAlex

INTRODUCTION: Growing evidence supports linkages between climate change and extreme weather events (EWEs) and sexual and reproductive health (SRH) among adults. Yet knowledge gaps persist regarding climate-related experiences and pathways to SRH among young adolescents (YA). We conducted a multi-method qualitative study to explore climate change-related factors and linkages with SRH among YA aged 10-14 years in Kenya. METHODS: This six-site study was conducted in Nairobi's urban slum Mathare; Naivasha's flower farming community; Kisumu's fishing community; Isiolo's nomadic and pastoralist community; Kilifi's coastal smallholder farms and Kalobeyei refugee settlement. Methods involved: n=12 elder focus groups, n=60 YA walk-along interviews (WAIs) and n=12 2-day YA participatory mapping workshops (PMWs). We conducted codebook thematic analysis informed by the resource insecurity framework. RESULTS: Participants (n=297) included: elders (n=119; mean age: 60.6 years, SD: 7.9; men: 48.7%, women: 51.3%), YA WAI participants (n=60; mean age: 13.4, SD: 1.5; boys: 51.4%, girls: 48.6%) and YA PMW participants (n=118; mean age: 12.1, SD: 1.3; boys: 50.8%, girls: 49.2%). Narratives identified climate-related changes and EWEs increased existing resource insecurities that, in turn, were linked directly and indirectly with SRH vulnerabilities. Food and water insecurity contributed to YA missing school, sexual violence, transactional sex and exploitative relationships. Sanitation insecurity produced challenges regarding menstrual hygiene, sexual violence risks and transactional sex. Transactional sex and exploitative relationships were linked with unplanned pregnancy and sexually transmitted infection risks. Gender inequities increased girls' risks for violence and sexual exploitation, whereas boys were more prone to running away. CONCLUSION: We found that climate change exacerbated resource insecurities that may drive SRH outcomes among YA in Kenya. We developed a conceptual model to illustrate these pathways linking climate change, EWEs, resource insecurities and SRH. Climate-informed interventions should consider these pathways within larger social environmental contexts to advance young adolescent SRH in Kenya.

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)0.008
metaresearch head score (Gemma)0.005
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.042

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.005
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0070.004
Scholarly communication0.0020.002
Open science0.0010.003
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.121
GPT teacher head0.484
Teacher spread0.363 · 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

Citations6
Published2025
Admission routes2
Has abstractyes

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