MétaCan
Menu
Back to cohort
Record W4391928677 · doi:10.1017/s0147547923000285

From Natives to Foreigners: Bolivian Migration, Discrimination, and Ethnic-Labor Subsidiarity in Chuquicamata During the Guggenheim Ownership (Chile, 1912–1925)

2024· article· en· W4391928677 on OpenAlexaff
Damir Galaz-Mandakovic, Francisco Rivera

Bibliographic record

VenueInternational Labor and Working-Class History · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicPolitical and Social Dynamics in Chile and Latin America
Canadian institutionsUniversity of Toronto
FundersFondo Nacional de Desarrollo Científico y TecnológicoUniversity of Cambridge
KeywordsSubsidiarityEthnic groupPolitical scienceEconomicsInternational tradeEuropean unionLaw

Abstract

fetched live from OpenAlex

Abstract The War of the Pacific (1879–1883) between Chile, Peru, and Bolivia marked a turning point in the political and socio-economic development of the Atacama Desert. Formerly part of Bolivia, this area came under the control and jurisdiction of Chile in 1884. This shift in sovereignty substantially altered the tri-national geopolitics, forcing the local Bolivian population to flee. The newly annexed region's rich mineral resources became subject to a mining colonization process. In 1912, the Guggenheim family founded The Chile Exploration Company and began the industrialization of the Chuquicamata copper mine. Located in the heart of the Atacama Desert, this was the world's largest copper mine during the twentieth century. Although the local Bolivian population had fled the Atacama Desert following the war, many returned to work in the Guggenheim mine almost thirty years later. Between 1912 and 1925, 239 Bolivians labeled as foreigners and “Indians” were employed in diverse production stages or subsidiary services. Bureaucratic migratory documents and newspaper archives allow us to quantify and characterize Bolivian migration to Chuquicamata. We argue that an ethnic-labor subsidiarity emerged, a historical process resulting from ethnic discrimination, expressed in the disposition and physical costs of mining work and low wages. While the war altered the mining territory of Atacama, ethnic-labor subsidiarity of the Bolivian workforce sustained the expansion of U.S. capitalism in the Chuquicamata copper mine.

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)0.001
metaresearch head score (Gemma)0.001
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.194
Threshold uncertainty score0.386

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.029
GPT teacher head0.305
Teacher spread0.276 · 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

Citations1
Published2024
Admission routes1
Has abstractyes

Explore more

Same venueInternational Labor and Working-Class HistorySame topicPolitical and Social Dynamics in Chile and Latin AmericaFrench-language works237,207