MétaCan
Menu
Back to cohort
Record W4411981772 · doi:10.5206/ijoh.2023.3.22252

Shared Domestic Abuse Refuge in the Age of Housing First: An Outdated Model?

2025· article· en· W4411981772 on OpenAlexvenueno aff
Dora Welker, Suzanne Fitzpatrick, Beth Watts-Cobbe

Bibliographic record

VenueInternational Journal on Homelessness · 2025
Typearticle
Languageen
FieldHealth Professions
TopicHomelessness and Social Issues
Canadian institutionsnot available
Fundersnot available
KeywordsBusiness

Abstract

fetched live from OpenAlex

Refuges are the most well-known accommodation response to domestic abuse. They initially emerged in the 1970s to provide a safe space for women seeking immediate escape from abusive partners. The original provision largely involved different households sharing accommodation and facilities, reflecting the scarcity of resources available to provide such a response, but also an ethos of feminist solidarity. Homelessness responses more broadly have begun to move away from shared forms of accommodation in light of growing evidence discrediting their effectiveness and appropriateness, but refuges for domestic abuse survivors have largely escaped this critical interrogation and instead remained supported as an essential and therapeutic model. Based on qualitative data gathered via key informant interviews in England and Scotland, this paper examines the merits and demerits of this kind of shared accommodation and reflects on whether the housing needs of domestic abuse survivors are as different from those of other groups facing homelessness as the domestic abuse sector appears to hold. We conclude that the critiques of shared and congregate living that are so persuasive as regards hostels apply with at least equal weight to refuges. Domestic abuse survivors have similar requirements for privacy, autonomy, choice, and control over their living environments as other populations experiencing or at risk of homelessness. While domestic abuse survivors may have specific needs for intensive, gender-informed professional and peer support, this can be achieved without utilizing outdated shared models of accommodation.

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)0.001
metaresearch head score (Gemma)0.000
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 score0.271
Threshold uncertainty score0.540

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.001
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 head0.060
GPT teacher head0.441
Teacher spread0.382 · 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 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

Citations3
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueInternational Journal on HomelessnessSame topicHomelessness and Social IssuesFrench-language works237,207