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Record W4412006624 · doi:10.1002/pan3.70095

Boundary spanners: An Australian First Nations perspective

2025· article· en· W4412006624 on OpenAlexaboutno aff
Mitchell Gibbs, Pauline M. Ross

Bibliographic record

VenuePeople and Nature · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsnot available
Fundersnot available
KeywordsPerspective (graphical)Boundary (topology)Political scienceSociologyGeometryMathematicsMathematical analysis

Abstract

fetched live from OpenAlex

Abstract A boundary spanner is a person who breaks down the barriers or ‘boundaries’ between specific groups of society. To do this, they use their innate qualities and skills developed through experience to conceptualise a method which facilitates meaningful relationships between the two groups. As Indigenous knowledges in Australia and the world are increasingly elevated as meaningful and valid by the Western academy, and our planet faces global environmental challenges, it has never been more important to understand the role and characteristics of people who are boundary spanners—those that bridge the gap between Indigenous peoples and the Western academy. There are many characteristics exhibited by effective boundary spanners. Many, if not all, of these characteristics are innate, strengthened through their experiences with Indigenous peoples and grounded in ethics and respect for culture and customs, and very importantly, integrity and honesty. Being an effective boundary spanner, however, comes with challenges. These challenges include issues of trust, perception, respect, identity, burn out, time management, competing timeframes and the capacity to create pathways and repair relationships. The boundary spanner must find solutions for these challenges to build positive relationships between themselves, the academy and the Indigenous community. This is needed to collectively find solutions to environmental challenges. This perspective piece sets out to highlight the importance of boundary spanners, the characteristics they have and the challenges they face in the ‘in between’ place they occupy between the Western academy and Indigenous communities. The aim of this perspective piece was to help Western academy to identify and understand the value of boundary spanners and develop a language to move forward in a meaningful dialogue about Indigenous knowledges and peoples at a time when the need for boundary spanners is substantial in Australia and globally if we are to sustain Land, Sea and Sky Country. 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 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 categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.907
Threshold uncertainty score0.992

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 studies0.0090.000
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 head0.329
Teacher spread0.321 · 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.

Study designNot applicable
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

Citations3
Published2025
Admission routes1
Has abstractyes

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