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Record W4388203765 · doi:10.4103/cs.cs_129_22

Ontological Politics and Conservation in Thailand: Communities Making Rivers and Fish Matter

2023· article· en· W4388203765 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

VenueConservation and Society · 2023
Typearticle
Languageen
FieldSocial Sciences
TopicSoutheast Asian Sociopolitical Studies
Canadian institutionsYork UniversityUniversity of Guelph
Fundersnot available
KeywordsCommunity-based conservationDominance (genetics)PoliticsAgency (philosophy)State (computer science)Environmental resource managementGovernment (linguistics)Drainage basinEthnic groupEndangered speciesGeographyPolitical scienceSociologyEnvironmental planningSocial scienceLaw

Abstract

fetched live from OpenAlex

Abstract The lens of ontological politics explains the persistence of conflicts between upland ethnic minorities such as Karen peoples and state forest conservation agencies in Thailand. As can be seen with Karen communities in areas managed as national parks, such as the Ngao River basin, the environmental management practices employed by state agencies and ethnic minority communities enact different ontologies of conservation. We argue that shifting the focus of conservation discourse from forests to inland fish could present opportunities for both recognition of and government support for community-based conservation. We demonstrate how state forest conservation agencies foreclose other ontologies, thus precluding community-based conservation. Such ontological dominance, however, is more contested in the case of state agencies with jurisdiction over inland waters. By examining river management and conservation in the Ngao River basin, we consider how these communities make visible the agency of fish and other aquatic life through their knowledges and practices. We argue that Ngao Karen communities have demonstrated that they can account for and conserve aquatic life in inland waters in ways that the Thai state has been unable to do, thus legitimising otherwise marginalised ontologies for ‘resource’ management and conservation throughout Thailand. Abstract in Thai: rb.gy/j0ify

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: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.141
Threshold uncertainty score0.570

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 studies0.0010.001
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 head0.070
GPT teacher head0.326
Teacher spread0.255 · 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