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Record W4390412350 · doi:10.36922/ijps.367

Social context of intimate partner violence and system response during COVID-19 in Africa: A scoping review

2023· review· en· W4390412350 on OpenAlexfundno aff
Ojo Melvin Agunbiade

Bibliographic record

VenueInternational Journal of Population Studies · 2023
Typereview
Languageen
FieldEconomics, Econometrics and Finance
TopicCOVID-19 Pandemic Impacts
Canadian institutionsnot available
FundersNational Research FoundationInternational Development Research CentreUK Research and InnovationStyrelsen för Internationellt Utvecklingssamarbete
KeywordsGrey literatureContext (archaeology)Thematic analysisDomestic violenceSociologyPublic relationsPsychologyPolitical scienceSocial sciencePoison controlSuicide preventionQualitative researchGeographyMedicineMEDLINELawEnvironmental health

Abstract

fetched live from OpenAlex

Intimate partner violence (IPV) stands as a global social and public health crisis deeply rooted in extensive social and cultural contexts. The onset of the COVID-19 pandemic has disproportionately affected social interactions. This scoping review aims to synthesize evidence on the social contexts of IPV and system responses to COVID-19 in Africa. Adhering to the Arksey and O’Malley (2005) approach, refined by the Joanna Briggs Institute (2020), this review encompassed relevant literature from bibliographic databases, institutional websites, and electronic libraries from January 2020 to December 2021. The search was executed in three phases across databases, including Social Science Database and Sociological Abstract (through EBSCO), Africa Journal Archive, ProQuest (Coronavirus Research Library; Middle East and Africa Collection; Psychology, Sociology, and Social Science Database), and Google Scholar, also extended to the World Bank e-Library, the BBC portal, and pertinent websites. Briggs’s (2020) recommendations guided the screening, focusing exclusively on English language articles. Convergent synthesis of extracted information utilized thematic analysis and, when applicable, descriptive statistics. Of the 14 articles meeting inclusion criteria, results revealed varied incidences of IPV during the COVID-19 pandemic, encompassing emotional, economic, and violence among minors. Women’s experiences of daily IPV realities during the outbreak and lockdown hinged on contextual factors and relationship dynamics. Emotional and economic violence was predominant, with limited IPV cases among minors. State and non-state responses were inadequate, reactionary, and insufficiently transformative for the complex emergency posed by COVID-19 on livelihoods and intimate relationships. Pre-existing IPV instances lacked sensitivity in the preparedness and measures for gender inequalities within intimate relationships. While IPV was reported, both state and non-state actors exhibited notably deficient responsiveness.

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)0.003
metaresearch head score (Gemma)0.006
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.166
Threshold uncertainty score0.853

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.006
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.000
Bibliometrics0.0010.000
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 head0.349
GPT teacher head0.474
Teacher spread0.125 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview

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

Citations2
Published2023
Admission routes1
Has abstractyes

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