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Record W7033859406

The Retreat from ‘Least Intrusive Intervention’ in Canadian Child Protection Law

2018· article· en· W7033859406 on OpenAlexaboutno aff

Bibliographic record

VenueeYLS (Yale Law School) · 2018
Typearticle
Languageen
FieldArts and Humanities
TopicLinguistic Education and Pedagogy
Canadian institutionsnot available
Fundersnot available
KeywordsLegislationChild protectionStatuteStatutory lawNova scotiaWork (physics)
DOInot available

Abstract

fetched live from OpenAlex

I got thinking about this broader topic as my own province of Nova Scotia in Canada dramatically reversed itself legislatively in 2015, with a full-scale retreat from the principles of "least intrusive intervention" in our previous Children and Family Services Act (CFSA). Our modern Act came into effect in 1991, reflecting the "least intrusive" approach in its preamble and in its detailed provisions governing the protection process. Nova Scotia is not alone amongst Canadian provinces in retreating by legislation and practice, just the latest to do so.\nFrom 1984 to 1995, most Canadian provinces enacted child protection statutes that incorporated, to a greater or lesser degree, the principles of "least intrusive intervention". Over that same period, social work practice on the ground incorporated some, but not all, of those principles. Starting in the mid-1990s, however, the pendulum began to swing back towards greater interventionism, both in legislation and in practice.\nWhy have Canadian legislators and protection agencies backed away from the animating ideas of "least intrusive intervention"? That's the main topic of this article. I will use the concrete Canadian experience in its nine common-law provinces to offer broader lessons that may, or may not, resonate outside our borders.\nFirst, what do we mean by the "principles of least intrusive intervention" in child protection law and practice? Second, when and how did these principles become the backbone of many Canadian protection statutes? Third, a closer look at the legislated grounds for intervention and removal of children from their homes will provide more specific examples of these principles. Fourth, I will review what little empirical data we have about the impact of these provisions in child protection practice. I will then conclude with some reference to Aboriginal child welfare issues in this context.

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)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesInsufficient payload (model declined to judge)
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.974
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0100.001

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 head0.026
GPT teacher head0.265
Teacher spread0.239 · 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; both teacher heads agree on what is shown here.

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
Published2018
Admission routes1
Has abstractyes

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