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Record W4411642208 · doi:10.1371/journal.pgph.0004460

“Removing an Ogiek from the Forest is like removing a fish from water”: A qualitative examination on Ogiek community impacts from forced land eviction for conservation

2025· article· en· W4411642208 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

VenuePLOS Global Public Health · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicHydropower, Displacement, Environmental Impact
Canadian institutionsWestern University
FundersWellcome Trust
KeywordsEvictionIndigenousForced migrationThematic analysisParticipant observationGovernment (linguistics)Political scienceGeographyQualitative researchSociologySocioeconomicsEcologyLawSocial science

Abstract

fetched live from OpenAlex

Despite evidence that Indigenous Peoples are better guardians of their Forests than international or state protection agencies, they continue to be forcibly evicted from their Lands. Additionally, despite the known impacts that forced land eviction for conservation has on the well-being of Indigenous Peoples in varied contexts, there remains limited appreciation of the well-being impacts of forced land eviction within Kenya from an Indigenous perspective. With this, the aim of this research was to better understand the well-being impacts of forced land evictions from an Ogiek perspective. Twenty-six semi-structured interviews and one sharing circle (n = 7) were carried out with Ogiek Peoples in Kenya between December 2021 and March 2023. The interviews and sharing circle were transcribed verbatim, then reflexive thematic analysis was carried out through iterative coding to identify key themes. Six themes were characterized including: 1) Our cultural practices, ceremonies, and spirituality are tied to our identity as Ogiek; 2) Our foods and plants are our medicines; 3) Maintaining our culture in an everchanging world; 4) The Forest and Ogiek are as one in a reciprocal relationship; 5) Removing an Ogiek from the Forest is like removing a fish from water; and 6) Hope that our rights will be recognized. Findings also demonstrated that the forced displacement of Ogiek Peoples by government entities has continued to impact the social and economic vitality of their communities. Our study exemplifies the substantial and ongoing impacts of colonial conservation approaches on Ogiek Peoples in Kenya, and highlights the continued need for local and international allies to stand in solidarity with and support Ogiek and other Indigenous Peoples in their efforts to return as the original stewards of their Forest and other homelands.

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)0.004
metaresearch head score (Gemma)0.002
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.502
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0040.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0010.001
Open science0.0010.000
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 head0.131
GPT teacher head0.464
Teacher spread0.333 · 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