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Record W4383104572 · doi:10.1163/17087384-bja10083

Right to Development Governance: A Policy Proposition for the Kingdom of Lesotho

2023· article· en· W4383104572 on OpenAlexvenueno aff
Carol Chi Ngang, Itumeleng Shale, Denis Nfor Yuni, Seroala Tsoeu-Ntokoane

Bibliographic record

VenueAfrican Journal of Legal Studies · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicHuman Rights and Development
Canadian institutionsnot available
Fundersnot available
KeywordsTransformative learningCorporate governancePropositionFutures studiesFutures contractDeliverablePolitical sciencePoliticsInternational developmentLandlocked countryPublic administrationEconomicsLaw and economicsSociologyLawManagement

Abstract

fetched live from OpenAlex

Abstract In this article, we advance a right to development governance policy proposition for the Kingdom of Lesotho. Contrary to the grim realities that portray Lesotho as landlocked and least developed, the country presents enormous potential, which with the correct policy choices, can radically transform the development landscape across the country. To harness Lesotho’s multiple development futures with strategic foresight entails blending futures analysis with scenario development modelling, absent which is bound to produce ambiguities in policy formulation. From a blend of perspectives in law, economics and political science, we inquire whether an alternative model could produce transformative development deliverables in Lesotho. Drawing from the modelling of three development scenarios, we argue in favour of the right to development governance model, which we find more pragmatic, with the potential to respond to Lesotho’s situational realities.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.865
Threshold uncertainty score0.607

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 integrity0.0000.000
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 head0.067
GPT teacher head0.373
Teacher spread0.305 · 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 designNot applicable
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

Citations3
Published2023
Admission routes1
Has abstractyes

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