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Record W2892297208

Exploring the impact of intimate partner violence on children’s behavior in urban slums of Dhaka City, Bangladesh

2018· article· en· W2892297208 on OpenAlexaff
Tamanna Kalim, Jena Hamadani, Russell Kabir, Md. Anwarul Azim Majumader

Bibliographic record

VenueDOAJ (DOAJ: Directory of Open Access Journals) · 2018
Typearticle
Languageen
FieldSocial Sciences
TopicPoverty, Education, and Child Welfare
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsSocioeconomicsDomestic violenceSlumGeographyPsychologyEnvironmental healthCriminologySociologyDemographyMedicineHuman factors and ergonomicsPoison controlPopulation
DOInot available

Abstract

fetched live from OpenAlex

Background & Aim: Intimate partner violence (IPV) is highly prevalent in Bangladesh especially in lower socioeconomic groups. The aim of this research was to identify the prevalence and nature of IPV and determine its association with young children‟s behavior in urban slums. Methods & Materials: This cross-sectional survey was conducted on married women with at least one child aged 4-5 years and living with the father of that child (n = 182). The socioeconomic status (SES) questionnaire, the Strengths and Difficulties Questionnaire (SDQ), and IPV questionnaire were used to collect data. The SDQ consists of 4 subscales of difficulties and 1 prosocial subscale. Bivariate correlations and multiple regression analysis were conducted to determine the association of SDQ with IPV. Results: Almost 90% of women had at least once experienced any type of IPV. Some married women had experienced all types of physical, emotional, and sexual violence by their husband throughout their married life. Children, whose mothers experienced IPV, had higher scores of total difficulties on SDQ as well as emotional symptoms and conduct problems compared to those whose mothers did not experience IPV. The study showed that 1 unit increase in emotional violence by the intimate partner independently led to the increase of the total difficulties score by 0.60 units and the emotional symptom problems by 0.28 units (P ≤ 0.05). The regression models showed the 1 unit increase in physical violence by the intimate partner predicted an increase of 0.59 units in the child‟s total difficulties scores (P ≤ 0.05). Conclusion: IPV is widely prevalent in Bangladesh and affects children‟s behavior. The implications for developing policy to educate and intervene are immense and emphasis must be placed on the age appropriate development of exposed children.

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)0.000
metaresearch head score (Gemma)0.001
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 score0.043
Threshold uncertainty score0.086

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.000
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.260
GPT teacher head0.534
Teacher spread0.273 · 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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