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Record W2546836615 · doi:10.1079/pavsnnr201611033

Structuring land restitution remedies for peace and stability in fragile states.

2016· article· en· W2546836615 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

VenueCABI Reviews · 2016
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicLand Rights and Reforms
Canadian institutionsMcGill University
Fundersnot available
KeywordsVariety (cybernetics)RestitutionPoliticsStructuringLaw and economicsOrder (exchange)Political scienceLawBusinessPublic relationsSociologyComputer science

Abstract

fetched live from OpenAlex

Abstract Large-scale dislocation of populations due to land expropriations and armed conflict presents significant difficulties for political stability and food security in fragile states. With increased use of mass claims programs by the international community and governments in order to attend to the problem, attention is focusing on what works. While organizing mass claims programs is challenging, the real difficulty is deriving remedies that are realistic, effective, implementable and that fit the wide variety of circumstances that people, communities and nations find themselves. Although the temptation can be to simply transfer specific remedies from one country to another, in reality these can be difficult to implement with success in places with different cultures, histories, grievances, aspirations and ethnic, sectarian, religious and class divisions. This paper argues that what is more important is the 'structure' of remedy approaches and how these can be adapted to local and national realities. As well, the necessity of any mass claims program to navigate constraints involving inadequate compensation funds, a lack of alternative lands for reparation, a low-capacity administrative environment and a variable willingness to evict current occupants, means that such structures need to be flexible, permutable and adaptable. This review examines the restitution remedy structures that fit these requirements, and that have been successfully implemented in a variety of land and property mass claims programs.

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)0.000
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: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.933
Threshold uncertainty score0.081

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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 head0.042
GPT teacher head0.248
Teacher spread0.206 · 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