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Record W3195700548 · doi:10.1093/rsq/hdab009

Reproductive Health for Conflict-Affected Displaced Women in Nigeria: An Intersectionality-Based Critical Ethnography Study

2021· article· en· W3195700548 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

fundA Canadian funder is recorded on the work.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueRefugee Survey Quarterly · 2021
Typearticle
Languageen
FieldMedicine
TopicGlobal Maternal and Child Health
Canadian institutionsnot available
FundersInternational Development Research Centre
KeywordsInternally displaced personDisplaced personReproductive healthGender studiesPopulationSocioeconomicsIntersectionalityEthnographySociologyEthnic groupPolitical scienceEconomic growthDemographyRefugee

Abstract

fetched live from OpenAlex

Abstract Nigeria is a significant contributor to the global forcibly displaced population. The majority of this displacement is related to Boko Haram and herdsmen attacks in Northern Nigeria. A growing body of research has started to investigate issues surrounding protection concerns for the internally displaced who have been uprooted by these uprisings and attacks. Importantly, research is also starting to engage with issues of sexual violence and unwanted pregnancies associated with the conflict and displacement. This article aims to develop this work further by examining intersecting factors shaping the reproductive health experiences of women internally displaced by the Boko Haram and Herdsmen crisis in Northern Nigeria. To this end, a critical ethnography study involving in-depth interviews with 29 internally displaced women and five service providers in Northern Nigeria was completed between May 2019 to September 2019. Three major intersected subjects pertaining to women’s reproductive health access were observed. These were: (1) normative perceptions and the prevalence of urogenital infections; (2) decisions made on birthplaces and number of births; (3) income and accessibility to care. The findings illustrate the interrelated economic and sociocultural factors that constrain access to reproductive health for internally displaced women.

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.

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)0.003
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation 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 score0.016
Threshold uncertainty score0.864

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
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 head0.044
GPT teacher head0.389
Teacher spread0.345 · 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