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Record W4405031927 · doi:10.1101/2024.12.04.24318480

Rapid review of the characteristics and outcomes of children involved in private family law proceedings due to parental separation

2024· preprint· en· W4405031927 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenuemedRxiv · 2024
Typepreprint
Languageen
FieldSocial Sciences
TopicMarriage and Family Dynamics
Canadian institutionsnot available
FundersHealth and Care Research Wales
KeywordsFamily lawSeparation (statistics)LawPolitical sciencePsychologyMathematicsStatistics

Abstract

fetched live from OpenAlex

Abstract Private law childrens proceedings typically involve court disputes between parents who have separated and disagree about child arrangements, and are asking the court to make orders that determine where a child should live and with whom they should spend time. Children involved in private law, who potentially represent a vulnerable group, commonly receive less attention in policy than those in public law cases. The aim of this review was to shine a light on the wellbeing and other important characteristics or outcomes of children who are currently, or have been, involved in family law proceedings due to parental separation, to identify the support needs of these children who are often overlooked in policy. This rapid review is intended for policymakers who are responsible for policy concerning children and families as well as for family law professionals and families in private law childrens proceedings. The literature searches were conducted between June and August 2024. The included literature was published between 2001 and 2022. 22 studies reported in 25 documents were identified (8 published in academic journals and 17 in reports produced by organisations). Originated in England and Wales (n=13), Australia (n=7), Canada (n=1), New Zealand (n=1). Most studies aimed to describe the characteristics of children who are or have been involved in private family law proceedings, whilst only one compared the outcomes of such children to those in the general population. Almost all of the studies addressed mental health and emotional wellbeing. Written accounts of children, parents, and professionals described children as having anxiety, depression, anger, post-traumatic stress disorder symptoms, and eating disorders, and experiencing self-harm and suicide attempts. In Wales, children with a history of involvement in private law proceedings had higher incidence of depression and anxiety than children in the general population. From the evidence, it was unclear whether the poor mental health was associated with parental separation, the court proceedings, court orders, or some other factors, but some participants attributed difficulties to unwanted court orders. Other key areas of evidence included engagement with mental health services, behaviour, development, social relationships, learning and education, and physical health. Cardiff Evidence Synthesis Collaborative were funded for this work by the Health and Care Research Wales Evidence Centre, itself funded by Health and Care Research Wales on behalf of Welsh Government.

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.

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 score0.018
Threshold uncertainty score0.477

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.001
Research integrity0.0000.000
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 head0.023
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