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Record W3204519854 · doi:10.1007/s10896-021-00325-x

Police Officers Do Not Need More Training; But Different Training. Policing Domestic Violence and Abuse Involving Children: A Rapid Review

2021· review· en· W3204519854 on OpenAlexaff
Annemarie Millar, Michael Saxton, Carolina Överlien, Ruth Elliffe

Bibliographic record

VenueJournal of Family Violence · 2021
Typereview
Languageen
FieldSocial Sciences
TopicIntimate Partner and Family Violence
Canadian institutionsWestern University
Fundersnot available
KeywordsPsychologyThematic analysisPsycINFOCriminal justiceChild abuseEmpathyContext (archaeology)Qualitative researchPoison controlSuicide preventionCriminologySocial psychologyMedicinePolitical scienceSociologyMEDLINE

Abstract

fetched live from OpenAlex

Abstract Although the police have been identified as a key service provider when responding to domestic violence and abuse (DVA), very few studies have investigated their response in relation to children. This review aims to examine children’s experiences of police response in the context of DVA and to explore how the police understand and respond to children living with DVA. A rapid review of the empirical literature on the police response to DVA involving children was undertaken. PsycINFO, Web of Science and ProQuest were searched. Studies with a qualitative element, concerning children under 18 with experience of police involvement, or police experiences of children, in the context of DVA were included. The final sample comprised of six studies. Using reflexive thematic analysis, four key themes emerged in relation to children: children’s experiences of DVA; fear, uncertainty, and mistrust of police; confronting “childism”: a matter of children’s rights; and going beyond empathy: equality and justice. Regarding the police, three key themes emerged: variability in police response; limited view of police role; lack of professional competence. The findings underscore the need for awareness raising and an urgent review of the training officers receive regarding the impact of DVA on children. They also highlight the pivotal role of police when responding to DVA where children are present, as well as to advance the frontiers of research by including not only adults and professionals but also the most vulnerable DVA victim: the child.

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)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.974
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0050.001
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0000.001
Open science0.0020.000
Research integrity0.0010.002
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 head0.094
GPT teacher head0.383
Teacher spread0.289 · 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.

Study designOther design
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

Citations23
Published2021
Admission routes1
Has abstractyes

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