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Record W7056622171

Family Violence and Child Support: Abuse, Shared Parenting, and Special Expenses

2025· article· en· W7056622171 on OpenAlexvenueaboutno aff

Bibliographic record

VenueCanadian journal of family law · 2025
Typearticle
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsDisadvantageChild supportDomestic violenceEconomic JusticeFamily supportInequalityRelation (database)Child protectionDiversity (politics)
DOInot available

Abstract

fetched live from OpenAlex

This article addresses specific sections of the Federal Child Support Guidelines which are particularly problematic for survivors of family violence: (a) section 9 in relation to child support in circumstances of shared parenting time, and (b) section 7 dealing with special or extraordinary expenses. Child support in Canada currently functions as an application-based system within an adversarial context, which creates significant barriers to child support for victims of abuse. In relation to shared parenting, a presumptive reduction in the quantum of child support is likely to exacerbate systemic inequalities and further disadvantage survivors of family violence—disproportionately women and children. This article also questions the existing approach to child support for special and extraordinary expenses and proposes alternatives which would promote access to justice and substantive equality for victims. Applications for child support should not facilitate and reinforce the harms of family violence but should instead promote children’s best interests.

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)0.003
metaresearch head score (Gemma)0.011
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.631
Threshold uncertainty score0.734

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0100.012
Scholarly communication0.0050.003
Open science0.0010.006
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0030.000

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 head0.013
GPT teacher head0.246
Teacher spread0.233 · 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 designTheoretical or conceptual
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

Citations0
Published2025
Admission routes2
Has abstractyes

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Same venueCanadian journal of family lawSame topicMagnetic confinement fusion researchFrench-language works237,207