MétaCan
Menu
Back to cohort
Record W3217337271

Clinical legal education and access to justice in Ghana and Canada

2021· dissertation· en· W3217337271 on OpenAlexaboutno aff
Antwi Frimpong

Bibliographic record

VenueUVic’s Research and Learning Repository (University of Victoria) · 2021
Typedissertation
Languageen
FieldSocial Sciences
TopicGlobal socioeconomic and cultural dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsEconomic JusticePolitical scienceLegal educationPublic administrationCriminologyLawSociology
DOInot available

Abstract

fetched live from OpenAlex

Law clinics have had a late start in Ghana, compared with similar initiatives in Canada. Although there have been consistent calls for the establishment of law clinics at various faculties of law across the country, development on the ground has been slow. Unlike Canada, no law school at present in Ghana has a law clinic that engages students in actual client representation. However, a comprehensive plan is now being introduced to provide legal aid and advice to the poor, and the Ghana Legal Aid Commission is taking steps to institute law clinics across the country’s faculties of law. Nevertheless, it is yet to be seen how this will be achieved. Drawing on the Canadian experience, this thesis examines the effectiveness of the law clinic method as an innovation that could be used to advance access to justice in Ghana. In so doing, a comparative legal analysis is conducted of approaches to the clinic method in Ghana and Canada, to identify ideal practices that could support the development of clinical initiatives in these countries.

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)0.001
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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.379
Threshold uncertainty score0.828

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
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 head0.028
GPT teacher head0.353
Teacher spread0.325 · 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 designObservational
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
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueUVic’s Research and Learning Repository (University of Victoria)Same topicGlobal socioeconomic and cultural dynamicsFrench-language works237,207