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Record W3168798552 · doi:10.1177/14680173211009740

Children in domestic violence shelters: Does the feminist perspective collapse?

2021· article· en· W3168798552 on OpenAlexafffundabout
Isabelle Côté, Dominique Damant, Simon Lapierre

Bibliographic record

VenueJournal of Social Work · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicIntimate Partner and Family Violence
Canadian institutionsUniversity of OttawaUniversité de MontréalLaurentian University
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsDomestic violenceVulnerability (computing)Perspective (graphical)AuthoritarianismPsychologyAlliancePoison controlHuman factors and ergonomicsCriminologyDevelopmental psychologySocial psychologySociologyPolitical scienceDemocracyMedicineEnvironmental healthComputer security

Abstract

fetched live from OpenAlex

SUMMARY: Even though an extensive body of literature on children has swept the field of domestic violence in the last 30 years, little is known about how domestic violence shelter workers understand children's situations and how they intervene with them. This article seeks to address this gap in the literature, and presents the results of a study conducted with 48 advocates in the province of Québec (Canada). FINDINGS: The data suggest that most of the participants adopt a child-centred perspective and consider the children in their own right during their stay. The accounts of the participants' practices also reveal that they perceive children as being vulnerable and at-risk. With a moderate emphasis on vulnerability and risk, the participants tend to support the children alongside their mothers, while associating potential risks with the behaviour of the perpetrator of domestic violence. However, with a strong focus on vulnerability and risk, participants tend to cast aside the perpetrators' behaviour and monitor the women-as-mothers during their stay while associating potential risk with their [in]actions under the circumstances. This can lead to mother-blaming, surveillance and more authoritarian interactions. APPLICATIONS: The understanding of children living with domestic violence needs to remain rooted in a feminist analysis of violence against women in order to avoid some of the issues highlighted in the article. Furthermore, studies that seek to shed light on best social work practices when working with children in alliance with their mothers from a feminist perspective are crucially needed.

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)0.008
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.357
Threshold uncertainty score0.709

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.005
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.002
Science and technology studies0.0130.032
Scholarly communication0.0090.006
Open science0.0020.004
Research integrity0.0040.007
Insufficient payload (model declined to judge)0.0070.001

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 head0.012
GPT teacher head0.326
Teacher spread0.314 · 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 designQualitative
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

Citations7
Published2021
Admission routes3
Has abstractyes

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Same venueJournal of Social WorkSame topicIntimate Partner and Family ViolenceFrench-language works237,207