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Record W2204575813 · doi:10.60082/0829-3929.1014

The Challenge of Defining Unmet Legal Need

2007· article· en· W2204575813 on OpenAlexvenueno aff
Liz Curran, Mary Anne Noone

Bibliographic record

VenueJournal of Law and Social Policy · 2007
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicLaw, Economics, and Judicial Systems
Canadian institutionsnot available
Fundersnot available
KeywordsPolitical scienceBusiness

Abstract

fetched live from OpenAlex

La recherche sur le besoin juridique non satisfait en Australie a subi un retard consi-d6rable et bon nombre d'organismes ont not6 que les donn~es relatives au <, besoin non satisfait o en terme d'aide juridique sont insuffisantes.Le concept du ,< besoin juridique non satisfait >, est probl6matique, et une grande partie des travaux ant6rieurs dans ce domaine a fait lobjet de vives critiques.Cet article contribue h une meilleure compr6hension de ce domaine complexe.Se basant sur les publications australiennes et internationales, un bref survol historique de la recherche sur le besoin juridique est fourni ainsi qu'un rsum6 des diverses critiques ayant trait A cette recherche.Un expos6 est ensuite fait sur des 6tudes plus r&entes entreprises en Angleterre, en Nouvelle Z61ande et aux Etats-Unis.Enfin, une nouvelle approche A la recherche dans ce domaine est propose : une approche qui est fond&e sur le cadre des droits de la personne.Cet article intbgre aussi les opinions exprim~es par des membres de la magistrature australienne, de la profession 16gale et des organismes de services communautaires ou dorganismes statutaires sur la question du besoin juridique.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.588
Threshold uncertainty score0.562

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
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 science0.0000.000
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 head0.034
GPT teacher head0.263
Teacher spread0.229 · 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.

The models applied no category: nothing in the taxonomy fit this work.
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

Citations21
Published2007
Admission routes1
Has abstractyes

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