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Record W1775883462 · doi:10.14288/bcs.v0i179.184112

Plant Management Systems of British Columbia’s First Peoples

2013· article· en· W1775883462 on OpenAlexaboutno aff
Nancy J. Turner, Dana Lepofsky, Douglas Deur

Bibliographic record

VenuePDXScholar (Portland State University) · 2013
Typearticle
Languageen
FieldSocial Sciences
TopicPacific and Southeast Asian Studies
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousGeographyTraditional knowledgeEnvironmental ethicsAgroforestryEnvironmental resource managementResource management (computing)Environmental planningEcologyComputer science

Abstract

fetched live from OpenAlex

This paper provides an overview of the diverse plant resource management strategies of First Nations of BC. Contrary to the predominant “hunter-gatherer” designation by anthropologists and others, First Peoples of many parts of the province were actually astute managers of plant and animal resources. Over thousands of years, they developed a wide range of strategies and techniques – from periodic burning of landscapes, to pruning berry bushes, tilling and selective harvesting – to maintain and enhance the quality and quantity of their resources. There are numerous examples of plant species and habitats for which various types of management have been applied. Three case studies are provided here: Culturally Modified western red-cedar trees; estuarine root gardens; and orchard-gardens from an ancient village site in Tsimshian territory. Over generations, as people’s knowledge bases, social systems and technologies mature, plants and environments become embedded into complex belief systems, in which cultural control becomes encoded in stories, taboos, ceremonies, art and ethics. The complexities of this last layer of culturally proscribed management are still little understood, but may be the most significant component of traditional management systems, allowing for the development and maintenance over a long time period of sustainable anthropogenic landscapes. Many aspects of indigenous management systems need further investigation, including ways in which they may be effectively applied in a contemporary world as a way of enhancing and supporting Indigenous peoples’ food security, land rights and continued cultural development.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.037
Threshold uncertainty score0.267

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.002
Science and technology studies0.0110.002
Scholarly communication0.0030.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0090.001

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 head0.180
Teacher spread0.171 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations62
Published2013
Admission routes1
Has abstractyes

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