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Record W2794685684 · doi:10.2196/10556

Prevalence and Factors Associated with Domestic Violence During Pregnancy in Arua District, Uganda, 2015

2018· article· en· W2794685684 on OpenAlexvenueno aff
Alice Namugamba, R Mangwi

Bibliographic record

VenueIproceedings · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicIntimate Partner and Family Violence
Canadian institutionsnot available
Fundersnot available
KeywordsDomestic violencePregnancyMedicinePublic healthEnvironmental healthObstetricsSuicide preventionPoison controlNursing

Abstract

fetched live from OpenAlex

Background: Domestic violence during pregnancy is a serious public health challenge threatening maternal and fetal health outcomes. In Uganda, 16% of women experienced domestic abuse during pregnancy (UDHS 2011). Objective: To investigate the prevalence and factors associated with domestic violence during pregnancy in Arua district so as to identify the magnitude of the problem, inform policy so as to protect pregnant women. Methods: A cross-sectional study was conducted. Multi stage sampling technique was applied. Interviewer administered questionnaires were used. Binary and multi variable logistic regression analyses were carried out to identify strongest factors associated with domestic violence. Results: A total of 459 pregnant women were sampled. Prevalence of domestic violence during pregnancy was 48%. Emotional violence was the most prevalent form of violence (40%) followed by physical abuse contributing 29% and sexual violence 28%. Pregnant women reported husbands as their most perpetrators. Partner’s alcohol consumption was the strongest risk factor associated with domestic violence during pregnancy (AOR 12.20 CI 2.25-65.92) followed by number of wives (AOR 2.16 C.I 1.08-4.32), wanting to be pregnant (AOR 0.26 C.I 0.14-0.48) and occupation too (AOR 2.22 C.I 1.12-4.42). Conclusions: Domestic violence against pregnant women was quite high. Almost five in ten women experienced domestic violence. Partner’s alcohol consumption and number of wives were the strongest factors. Partner involvement during antenatal period is important. Increased attention to this vulnerable group is needed to improve maternal and child health. Antenatal care is known to be an important window of opportunity in providing support.

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 score0.008
Threshold uncertainty score0.015

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.022
GPT teacher head0.302
Teacher spread0.279 · 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

Citations4
Published2018
Admission routes1
Has abstractyes

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