MétaCan
Menu
Back to cohort
Record W4417406044 · doi:10.4000/15d2m

Fracturas extractivistas en el desierto de Atacama: Un oasis de contradicciones

2025· article· sl· W4417406044 on OpenAlexaff
Chiara Braucher, Hernán Bianchi Benguria

Bibliographic record

VenueRevue de géographie alpine · 2025
Typearticle
Languagesl
FieldEngineering
TopicMining and Resource Management
Canadian institutionsUniversity of Toronto
Fundersnot available
KeywordsCape verdeEconomic shortageWork (physics)Context (archaeology)

Abstract

fetched live from OpenAlex

Este artículo examina las « fracturas » socioecológicas que emergen de la extracción de litio en el Salar de Atacama, una vasta formación salina de gran altitud en la cordillera de los Andes chilenos, considerada una de las reservas de litio más ricas del mundo. Conceptualizado como un « oasis de contradicciones, » el territorio del Atacama—definido por su cuenca hidrográfica—es simultáneamente un enclave estratégico para la transición energética « verde » global y un espacio de creciente despojo, donde las demandas transnacionales de litio colisionan con las territorialidades indígenas. Basado en la ecología política y en un trabajo de campo extenso con comunidades Lickanantay, este estudio propone entender las « fracturas » como disrupciones multidimensionales—ecológicas, culturales y políticas—provocadas por dinámicas extractivistas. Al analizar los impactos socioecológicos de la minería « verde, » visibilizados a través de la resistencia indígena y las demandas territoriales en el altiplano andino, nuestra investigación desafía las lógicas dominantes del desarrollo y aboga por marcos de gobernanza basados en la justicia socioambiental y la resiliencia comunitaria.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesMeta-epidemiology (narrow)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Other design · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.718
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0010.002
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.006
GPT teacher head0.234
Teacher spread0.228 · 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 designOther design
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

Explore more

Same venueRevue de géographie alpineSame topicMining and Resource ManagementFrench-language works237,207