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Record W7005661039

The Role of Traditional Ecological Knowledge in Education for Community-Based Resource Management

2009· article· en· W7005661039 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.
fundA Canadian funder is recorded on the work.

Bibliographic record

VenueDigital Library Of The Commons Repository (Indiana University) · 2009
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicCell Image Analysis Techniques
Canadian institutionsUniversity of Manitoba
FundersInternational Development Research Centre
KeywordsVernacularGlobalizationTraditional knowledgeResource (disambiguation)Resource management (computing)SustainabilitySustainable developmentEcological systems theory
DOInot available

Abstract

fetched live from OpenAlex

"Globalization, like colonialism, homogenizes and generalizes knowledge and practice. Formal systems of education are one of the most powerful tools in the process. They are both liberating and constraining. Some of the effects of globalization in terms of knowledge and practice run counter to the more particular and local needs for sustainable environmental and resource management. The issue to be addressed in this paper is that of bridging the enormous gap between the forces of globalization and effective community-based resource management through the medium of formal education, supplemented by informal education and traditional ecological knowledge. Traditional ecological knowledge is by definition place specific and, as such, may balance some of the homogenizing and generalizing effects of globalization.
\n
\n "The generalizing effects of formal education as a tool of colonialism was well recognized by the likes of Gandhi and Nyerere and gave rise to their respective Basic Education and Education for Self-Reliance, components of their post-colonial visions. Each called into play variants and elements of local and traditional ecological knowledge. Community-based resource management approaches and experience, particularly with respect to common property resources, provide examples where local and particular foci can come into play effectively. One of the consequences of globalization and the attendant systems of education has been the loss or marginalization of traditional ecological knowledge, the associated knowledge systems, their practitioners and traditions and vernacular languages which are sensitive to local biodiversity (Berkes, 1999).
\n
\n "We argue that this need not be and that it may be detrimental to sustainable resource management. To illustrate the point, three examples from India are described and discussed. The examples provide evidence for the effective use of traditional ecological knowledge in community-based resource management and raise implications for formal systems of education. Biodiversity contests for school-age children, some of whom may be short-lived school goers, in rural Gujarat and Maharashtra demonstrate a rich, largely untapped and marginalized resource present in the community. Gram Vidyapiths or rural degree colleges in Gujarat, founded on the Gandhian model of basic education provide an example within the formal structure of education where local and traditional ecological knowledge can be used to address community resource management needs. The Medicinal Plant Conservation Centre, headquartered in Pune, Maharashtra provides several instances whereby traditional ecological knowledge may be valued and used effectively in community-based resource management."

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.477
Threshold uncertainty score0.223

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 science0.0010.000
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 head0.007
GPT teacher head0.194
Teacher spread0.187 · 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