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Record W7203669

Evolving Capacities: The B.C. Representative for Children and Youth as a Hybrid Model of Oversight

2013· article· en· W7203669 on OpenAlexaffabout
Mary Liston

Bibliographic record

VenueeYLS (Yale Law School) · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicMulticultural Socio-Legal Studies
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsAdversarial systemGovernment (linguistics)Foster carePolitical scienceWelfareRepresentation (politics)Public administrationLawLaw and economicsSociologyPolitics
DOInot available

Abstract

fetched live from OpenAlex

This paper explores hybrid models of oversight through an examination of a new institutional creation: British Columbia’s Representative for Children and Youth (BC RCY). The paper argues that societal changes in the conception of children’s worth have significantly affected approaches to child welfare and have also stimulated institutional innovation. The paper begins with a historical overview of the legal and moral status of children, focusing on the child as the subject of government protection, and then considers the evolution of children’s rights in the twentieth century. This conceptual shift from children as passive objects of paternal state care to (near) autonomous citizens with moral status and legal rights underpins most modern institutional reforms. Concurrent strong critiques of traditional lawyer-advocate forms of representation in common law adversarial systems also contributed to the better representation of children in institutional processes. Since the 1970s, a number of alternative institutions have emerged including the creation of expert bodies for child advocacy, the American model of citizen volunteers as guardians ad litem, and the establishment of ombuds and other independent agencies devoted to child welfare. Children's capacity to participate in the important decisions affecting their lives was therefore enhanced. Ten children’s advocacy offices currently exist in Canada and all actively seek and hear complaints as well as engage in individual and systemic advocacy and policy reform. The functions and procedures of these children’s advocacy agencies approximate an inquisitorial model. Notably, the BC RCY has emerged as a hybrid model incorporating inquisitorial, ombuds, and common law features. The BC RCY is an independent legislative officer who possesses the powers of a commissioner of inquiry. The BC RCY also performs many ombuds functions such as systemic and policy advocacy, public outreach and education. Lastly, the BC RCY indirectly incorporates several features from the common law adversarial model. Although the creation of the BC RCY is a positive development, this model of oversight remains vulnerable to various challenges ranging from political set-backs, threats to independence, budget cuts, and the particular problems federal jurisdictions face. The BC RCY offers important lessons regarding the effectiveness of these types of investigative bodies, both in Canada and internationally. The paper concludes with a brief comparison of domestic and international models of children's representatives.

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)0.011
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.610
Threshold uncertainty score0.776

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0110.013
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0030.002
Science and technology studies0.0120.061
Scholarly communication0.0150.009
Open science0.0020.012
Research integrity0.0040.005
Insufficient payload (model declined to judge)0.0070.001

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 head0.027
GPT teacher head0.281
Teacher spread0.254 · 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 designNot applicable
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

Citations1
Published2013
Admission routes2
Has abstractyes

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