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Record W4213388798 · doi:10.1163/17087384-12340088

A Review of the Social Justice Function of Clinical Legal Education in Africa

2022· review· en· W4213388798 on OpenAlexvenueno aff
Anne Kotonya

Bibliographic record

VenueAfrican Journal of Legal Studies · 2022
Typereview
Languageen
FieldSocial Sciences
TopicLegal Education and Practice Innovations
Canadian institutionsnot available
Fundersnot available
KeywordsScholarshipEconomic JusticeSocial justiceLegal educationPolitical scienceFunction (biology)Thematic analysisLegal researchLawSociologySocial scienceQualitative research

Abstract

fetched live from OpenAlex

Abstract This article investigates the developments in the social justice function of clinical legal education in African countries. It is based on a systematic review conducted to provide conceptual, methodological and thematic guidance into scholarship on the utilisation of clinical legal education in African countries to meet justice needs of the indigent in society. The results are analysed and clustered into themes about scholarship on the law school, the university law clinic and challenges encountered in this endeavour. The narrative findings suggest an increased application of clinical legal education as a result of reforms in African law schools although this increase is not supported by a corresponding increase in related research and publication. The article therefore highlights gaps in knowledge and delineates a future trajectory by making suggestions for further research.

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)0.008
metaresearch head score (Gemma)0.015
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMetaresearch
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.807
Threshold uncertainty score0.994

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0080.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0020.001
Bibliometrics0.0000.003
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.002
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 head0.330
GPT teacher head0.557
Teacher spread0.227 · 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
GenreReview

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

Citations3
Published2022
Admission routes1
Has abstractyes

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