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Record W4414340141 · doi:10.3389/fhumd.2025.1580708

Decolonizing conservation, a global conversation: views from Turtle Island, Tanzania, and Thailand

2025· article· en· W4414340141 on OpenAlexaffabout
Saw John Bright, Mara J. Goldman, Margaret Low, Edward Loure, Robin Roth

Bibliographic record

VenueFrontiers in Human Dynamics · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicConservation, Biodiversity, and Resource Management
Canadian institutionsUniversity of GuelphVancouver Community CollegeUniversity of British Columbia
Fundersnot available
KeywordsTemptationConversationVariety (cybernetics)CuriosityIndigenousDecolonizationTurtle (robot)Inclusion (mineral)

Abstract

fetched live from OpenAlex

What does it mean to decolonize conservation? This question was posed to a group of scholars and activists working in different places around the world – the US, Canada, Tanzania, and Thailand. This article is an edited transcript of the conversation that ensued. The goal of this paper is to keep that conversation alive and continue to add nuance and curiosity to the question as it unfolds in similar and different places around the world. A key feature of continuing important dialogues such as this one, is to resist the temptation to offer definitive definitions of what it would take to decolonize conservation but rather seek out greater understanding of what it might look like in a variety of places. Amongst deepening calls for greater Indigenous inclusion as states seek to implement the Global Biodiversity Framework, it is vital we keep questions of what constitutes decolonized conservation top of mind.

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 score0.048
Threshold uncertainty score0.986

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 head0.008
GPT teacher head0.214
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

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

Citations0
Published2025
Admission routes2
Has abstractyes

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