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Record W6980792733

Continuity and change: marriage and parenthood among Ethiopian adolescents: evidence from two qualitative studies

2020· report· en· W6980792733 on OpenAlexfundno aff

Bibliographic record

VenueOxford University Research Archive (ORA) (University of Oxford) · 2020
Typereport
Languageen
FieldEarth and Planetary Sciences
TopicMineralogy and Gemology Studies
Canadian institutionsnot available
FundersDepartment for International DevelopmentUniversity of OxfordInternational Development Research CentreUNICEF
KeywordsNucleofectionCircumstantial evidenceHyporeflexiaTSG101PretextGestational period
DOInot available

Abstract

fetched live from OpenAlex

With changes brought about by education and urbanisation, adolescents and young people in Ethiopia have a greater say compared to previous generations in decisions about who, how and when they marry. Yet, despite this, customary and patriarchal norms still regulate marriage processes and practices, especially in rural areas, constraining girls’ and young women’s choices. \n\nThis new report examines the changes in marriage practice in Ethiopia and explores the lived experience of married adolescents. It argues that despite important initiatives and government interventions to prevent child marriage and delay early marriage, for the well-being of adolescent boys and especially girls, policy and programmes should pay more attention to the views, needs and rights of the millions of young people in Ethiopia who have already experienced early marriage, cohabitation, separation or divorce. \n\nThis brief, produced in partnership with UNICEF Ethiopia and the International Development Research Centre (IDRC) is based on two Young Lives research projects: ‘Pathways to Marriage and Parenthood’, funded by the William and Flora Hewlett Foundation and ‘Young Marriage and Parenthood’ (YMAPS), funded by the International Development Research Centre (IDRC). It is one of five briefs produced in a series under the joint work of Young Lives and UNICEF (2019-2020) all published on this website, on the Young Lives Ethiopia website (www.younglives-ethiopia.org) and the UNICEF-Ethiopia webpage (www.unicef.org/ethiopia).

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesScience and technology studies
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.206
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.001
Science and technology studies0.0010.005
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.002
Insufficient payload (model declined to judge)0.0000.000

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 head0.144
GPT teacher head0.351
Teacher spread0.207 · 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; both teacher heads agree on what is shown here.

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

Citations1
Published2020
Admission routes1
Has abstractyes

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