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Record W4402257000 · doi:10.1002/pan3.10707

Sharing Indigenous values, practices and priorities as guidance for transforming human–environment relationships

2024· article· en· W4402257000 on OpenAlexafffundabout
Allyson K. Menzies, Ella Bowles, Deborah McGregor, Adam T. Ford, Jesse N. Popp

Bibliographic record

VenuePeople and Nature · 2024
Typearticle
Languageen
FieldEnvironmental Science
TopicEnvironmental Education and Sustainability
Canadian institutionsUniversity of British Columbia, Okanagan CampusUniversity of British ColumbiaYork UniversityUniversity of Guelph
FundersSocial Sciences and Humanities Research Council of CanadaNatural Sciences and Engineering Research Council of CanadaLiber Ero Foundation
KeywordsIndigenousReciprocity (cultural anthropology)Environmental ethicsHumilitySociologyTraditional knowledgePublic relationsPolitical scienceEnvironmental resource managementSocial scienceEcologyLaw

Abstract

fetched live from OpenAlex

Abstract Achieving more effective and equitable environmental conservation practices and policies involves shifting from a human‐centric, top‐down perspective of environmental conservation to a perspective that respects and cares for all living and non‐living beings. Many Indigenous Peoples from around the globe embody approaches to environmental care that are rooted in values such as responsibility, respect and reciprocity (a.k.a. relational values), which, through meaningful engagement and support of Indigenous self‐determination, can guide Western society towards a fundamental shift in perspective, practices and relationships. We conducted interviews and sharing circles with 40 individuals from 12 Indigenous communities across Canada to describe: (1) the values, teachings and customs that are inherent to the way Indigenous Peoples relate to and care for the Land, (2) how these values and practices have changed over time and (3) ways to create environmental initiatives that are rooted in Indigenous values. Generally, participants emphasized the critical link between people and place, and how this leads to environmental practices rooted in values such as respect, reciprocity, humility and responsibility. They also reflected on the negative impacts of colonialism, environmental change and modernization on their connections to the Land and opportunities to practice these values, but highlighted that cultural revitalization efforts have started to restore traditional values and practices. To create environmental initiatives that are rooted in important values, research participants called for building better relationships both with nature and with each other through nature. Ultimately, uplifting Indigenous values systems and, specifically, the ways Indigenous Peoples relate to and care for the natural world stands to heal our relationship with the Land and safeguard it into the future. Read the free Plain Language Summary for this article on the Journal blog.

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)0.020
metaresearch head score (Gemma)0.017
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 score0.149
Threshold uncertainty score0.295

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0200.017
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0020.001
Science and technology studies0.0220.030
Scholarly communication0.0100.007
Open science0.0030.018
Research integrity0.0030.005
Insufficient payload (model declined to judge)0.0050.000

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 head0.015
GPT teacher head0.301
Teacher spread0.286 · 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

Citations24
Published2024
Admission routes3
Has abstractyes

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