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Record W4413161210 · doi:10.24908/ijesjp.v12i1.18310

Pure Life

2025· article· en· W4413161210 on OpenAlexvenueno aff
Graham John Collins

Bibliographic record

VenueInternational Journal of Engineering Social Justice and Peace · 2025
Typearticle
Languageen
FieldEngineering
TopicMining and Resource Management
Canadian institutionsnot available
Fundersnot available
KeywordsGeology

Abstract

fetched live from OpenAlex

The artwork presents a striking contrast. On one hand, it portrays seemingly pure, vivid turquoise waters reminiscent of a serene paradise. On the other hand, these waters are the toxic evaporation ponds for lithium extraction within the "Lithium Triangle” ("Triángulo del Litio"), a vast area on the borders of Chile, Bolivia, and Argentina. This stark contrast is a potent reminder that pursuing a future reliant on lithium-ion batteries comes at a significant cost to Indigenous Peoples, the environment, and biodiversity. Lithium extraction, which uses vast quantities of water, contributes to the decline in saline lake levels and the increase in salinity. Indigenous Peoples face a harsh reality: due to a lack of water for agriculture, they are forced to seek an alternative to small-scale farming. The empty water bottles, a symbol of the scarcity of available water, remind them of this dire situation. Bottled water, often from multi-nationals, is ironically labelled with life-affirming indications of purity. The artwork compels us to examine the conflict and injustice of resource exploitation in the Global South to pursue a more sustainable future. Oil on canvas. Actual size: 30.5 x 40.6 cm. The artist does not use animal products or rare minerals to produce artwork. Updated with minor typographical corrections: June 30, 2025.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.669
Threshold uncertainty score0.270

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 integrity0.0000.000
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 head0.006
GPT teacher head0.237
Teacher spread0.231 · 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 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

Citations0
Published2025
Admission routes1
Has abstractyes

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