MétaCan
Menu
← Back to cohort
Record W4390646468 · doi:10.5463/thesis.322

Contraceptive use and method choice among young people in sub-Saharan Africa

2024· dissertation· en· W4390646468 on OpenAlexaff
Lisa M. Calhoun

Bibliographic record

Venuenot available
Typedissertation
Languageen
FieldMedicine
TopicGlobal Maternal and Child Health
Canadian institutionsAthena Sustainable Materials Institute
FundersUniversity of North Carolina at Chapel HillCollege of Engineering, Michigan State UniversityCenters for Disease Control and PreventionMichigan State University
KeywordsReceiptFamily planningDeveloping countryPopulationQualitative researchMedicinePsychologyGeographyEconomic growthEnvironmental healthSociologyResearch methodologySocial scienceBusiness

Abstract

fetched live from OpenAlex

Family planning (FP) has been shown to have numerous health and social benefits for women, men and their families, including reduction of infant and maternal mortality, improved health of children due to birth spacing, and enabling young women to remain in school or pursue income generating activities. Yet, there are gaps in access to and use of voluntary contraception, particularly for adolescents and youth. The Full Access, Full Choice (FAFC) project aims to generate and synthesize evidence on contraceptive method choice among adolescents and youth in sub-Saharan Africa and Asia through the analysis of secondary data and collection of primary data. This thesis explores the influencing factors and barriers to adolescents and youth (ages 15-24) accessing and using the contraceptive method of their choice in Ethiopia, Kenya and Niger. Each of the empirical chapters addresses a different research question. Chapter 2 describes the influence of perceptions of peers’ contraceptive use on contraceptive method choice among male and female youth. In Chapters 3 and 4, qualitative data from a study in Kenya describes contraceptive use trajectories throughout adolescence as well as explores decision-making regarding method choice and where to obtain the method. In Chapter 5, we qualitatively explore what factors influence client satisfaction with FP services in Niger. Finally, the association between receipt of FP information and contraceptive use along the maternal, newborn and child health continuum of care among young women in Ethiopia is explored in Chapter 6. Overall, several implications for programs and policy in Ethiopia, Kenya and Niger emerge from this thesis. Programs in these settings, including demand and supply-side programming, should be tailored to the stage and sub-population given that adolescents and youth are a diverse group, and transition through many key life stages during this time period. This may include expanding access to a full range of methods through pharmacies, a common source of FP for youth. To address knowledge gaps, new avenues to provide FP information should be explored, and efforts should be made to provide this information at facility visits, particularly along the maternal, newborn and child health continuum of care. Future research efforts should include longitudinal studies to understand changes over time in key outcomes, including during pregnancy. In addition, studies should include male youth, as they play an important role in method use and choice. In conclusion, decisions about SRH should be based on what young women and men determine is best for them in each setting. Programs and research should incorporate the ideas, knowledge and experience of youth in order to ensure that barriers are addressed and youth are able to exercise their right to free and voluntary use of contraception.

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.022
Threshold uncertainty score0.043

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0020.001
Scholarly communication0.0010.001
Open science0.0000.001
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 head0.016
GPT teacher head0.317
Teacher spread0.301 · 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 designObservational
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

Citations0
Published2024
Admission routes1
Has abstractyes

Explore more

Same topicGlobal Maternal and Child Health→French-language works237,207→