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Record W6959519883 · doi:10.11575/prism/32647

Controversy about the Role of Children's Lawyers - Advocate or Best Interests Guardian? Comparing Practices in Two Canadian Jurisdictions

2013· other· en· W6959519883 on OpenAlexaboutno aff

Bibliographic record

VenuePRISM (University of Calgary) · 2013
Typeother
Languageen
FieldAgricultural and Biological Sciences
TopicBiological Control of Invasive Species
Canadian institutionsnot available
Fundersnot available
KeywordsGuardianBest interestsBest practiceEmpirical researchLegal guardian

Abstract

fetched live from OpenAlex

There is controversy about the role that lawyers for children should play in family proceedings, but little empirical research about what they actually do. This article reports on a study (n = 166) of the experiences and perspectives of lawyers in two Canadian provinces with different policies for the role of children's counsel. Official policies seem to have only a limited impact on the practices of lawyers for children, whether the policies direct lawyers to adopt a best interests guardian or a traditional instructional advocate role. Lawyers generally seem more comfortable adopting an instructional advocacy role, especially with older children. Lawyers who represent children comment on the deep satisfaction that they feel from this work. This article compares the practice of lawyers in the two jurisdictions on a number of issues related to child clients and proposes policy changes to provide better guidance and education for children's lawyers.

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 categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.684
Threshold uncertainty score0.998

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
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 head0.020
GPT teacher head0.221
Teacher spread0.201 · 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 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

Citations0
Published2013
Admission routes1
Has abstractyes

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