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Record W2023301008 · doi:10.3167/np.2013.170204

The Collapsing Platform for Pastoralism: Land Sales and Land Loss in Kajiado County, Kenya

2013· article· en· W2023301008 on OpenAlexaff
John G. Galaty

Bibliographic record

VenueNomadic Peoples · 2013
Typearticle
Languageen
FieldEnvironmental Science
TopicRangeland Management and Livestock Ecology
Canadian institutionsSocial Sciences and Humanities Research Council
Fundersnot available
KeywordsMaasaiPastoralismRangelandCommunal landLand tenureGeographySubdivisionLand titlingLeasehold estateLand useLanguage changeLivestockBusinessEnvironmental planningAgroforestryPolitical scienceForestryTanzaniaEcologyAgriculture

Abstract

fetched live from OpenAlex

Abstract Although promises of tenure security have been used to justify land privatization, land reform has rarely benefitted the pastoral inhabitants of the East African rangelands. Pastoralists lose land due to corruption and illicit allocations at the moment of enclosure and subdivision of rangelands, as well as through land sales after they have received land titles. This article examines how the process of pastoralist land sales following titling occurs along the major road through Kajiado County, Kenya, along which land values have risen. Examining case studies of sales by members of various Maasai territorial sections, the article discusses how financial need as well as inheritance dynamics stimulate land sales.

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)0.000
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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.033
Threshold uncertainty score0.985

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 head0.009
GPT teacher head0.213
Teacher spread0.204 · 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

Citations42
Published2013
Admission routes1
Has abstractyes

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