MétaCan
Menu
Back to cohort
Record W2105190709 · doi:10.1111/fcre.12060

Controversy about the Role of Children's Lawyers: Advocate or Best Interests Guardian? Comparing Practices in Two Canadian Jurisdictions with Different Policies for Lawyers

2013· article· en· W2105190709 on OpenAlexaboutno aff
Nicholas Bala, Rachel Birnbaum, Lorne D. Bertrand

Bibliographic record

VenueFamily Court Review · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsGuardianCitationLawPolitical scienceSociologyLibrary sciencePsychologyComputer science

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. Keypoints for the Family Court Community This survey of lawyers in these two jurisdiction reveals: lawyers spend longer meeting with older children; that official policies have some impact on the practice of lawyers, but a significant number of lawyers decide for themselves what role they will play; lawyers generally seem more comfortable adopting an instructional advocacy role, especially with older children; lawyers in the jurisdiction where they are expected to adopt a best interests role are more likely to tell parents and the court that they were adopting this role when they were in fact advocating what the child wanted; In both jurisdictions about one fifth of the lawyers reported that they had disclosed a child's “secret” to prevent harm to the child.

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)0.008
metaresearch head score (Gemma)0.030
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.901
Threshold uncertainty score0.721

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0080.030
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0020.003
Science and technology studies0.0280.013
Scholarly communication0.0070.002
Open science0.0030.005
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.063
GPT teacher head0.404
Teacher spread0.341 · 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 designQualitative
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

Citations11
Published2013
Admission routes1
Has abstractyes

Explore more

Same venueFamily Court ReviewSame topicLegal Education and Practice InnovationsFrench-language works237,207