MétaCan
Menu
Back to cohort
Record W2576862296 · doi:10.1111/fcre.12267

A Survey of Beliefs and Priorities About Access to Justice of Family Law: The Search for A Multidisciplinary Perspective*

2017· article· en· W2576862296 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueFamily Court Review · 2017
Typearticle
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsEconomic JusticeMental healthFamily lawLawMediationDispute resolutionPolitical sciencePopularityPsychologyPublic relationsPsychiatry

Abstract

fetched live from OpenAlex

Within the last decade, the term “access to justice” has grown in popularity among legal commentators, scholars, family justice reformers, government policy makers, and the media. But with all of this new attention, there remains no common understanding or definition of access to justice and its potential implications for children and families in domestic relation courts. The purpose of this cross‐sectional online survey was to explore the meaning of access to justice according to legal, mental health, and dispute resolution professionals in various countries. The sample included 442 respondents (e.g., judges, lawyers, custody evaluators, mediators, family court services, court administrators, parent educators, etc.) from seven countries. Of the total respondents, 398 participants completed the survey (response rate of ninety percent). The majority of participants defined access to justice as the ability of disputants to seek and obtain a remedy through formal (e.g., the courts) or informal (e.g., mediation) institutions and services for resolving disputes. Noteworthy differences were reported, however, between the views of legal and mental health professionals, where the latter most likely viewed access to justice as a legal issue, while the former focused on alternative approaches outside of the legal system to resolve family disputes. Implications for family court reforms are discussed.

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.

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)0.004
metaresearch head score (Gemma)0.005
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.808
Threshold uncertainty score0.929

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.001
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.288
GPT teacher head0.538
Teacher spread0.250 · 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