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Record W2096515698 · doi:10.24908/ijesjp.v1i1.3518

Engineers Engaging with Community: Negotiating Cultural Difference on Mine Sites

2012· article· en· W2096515698 on OpenAlexvenueno aff
Rita Armstrong, Caroline Baillie

Bibliographic record

VenueInternational Journal of Engineering Social Justice and Peace · 2012
Typearticle
Languageen
FieldEngineering
TopicMining and Resource Management
Canadian institutionsnot available
Fundersnot available
KeywordsNegotiationRelevance (law)Work (physics)RelativismSociologyResource (disambiguation)EpistemologyCultural relativismCultural diversityEngineering ethicsEnvironmental ethicsPublic relationsPolitical scienceSocial scienceEngineeringLawAnthropologyHuman rightsComputer science

Abstract

fetched live from OpenAlex

In this paper we scrutinize the concepts of culture and cultural relativism and argue that, despite difference in academic interpretations, they have relevance for engineers in their working lives. Engineers, particularly those who work for transnational resource companies, often confront different belief systems when they work on site. This article looks at the misunderstandings that can arise from superficial readings of cultural relativism, as well as the productive relationships that can emerge when engineers engage in a meaningful way with other cultures and epistemologies. This type of engagement has the potential to transform engineering knowledge and practice. We argue that it is important for engineers to understand not just why, but also how, culture matters when negotiating an equitable relationship with the communities in which they work.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Simulation or modeling · Consensus signal: Simulation or modeling
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.409
Threshold uncertainty score0.458

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 science0.0000.000
Research integrity0.0000.001
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 head0.019
GPT teacher head0.249
Teacher spread0.230 · 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.

The models applied no category: nothing in the taxonomy fit this work.
Study designSimulation or modeling
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

Citations16
Published2012
Admission routes1
Has abstractyes

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