Energy transitions in the shadow of a dictator: Decarbonizing neoliberalism and lithium extraction in Chile
Bibliographic record
Abstract
The global economy’s neoliberal era began in 1973 with a military coup in Chile lead by General Augusto Pinochet. Though the country returned to civilian rule in 1990, the dictatorship continues to determine much of Chile’s political economy, especially in extractive sectors, a legacy that also carries consequences for decarbonization in the 21 st century. As the latest stage of globalization, contemporary energy transitions offer an opportunity to examine the kind of global and local extractivisms established in the context of the dictatorship in Chile – an order that also accelerated the environmental impacts of the Anthropocene. Just as the Anthropocene is less a geological age defined by human activity as much as the compounding consequences of a relatively small segment of humanity, so too is neoliberalism traceable to specific people, histories, and institutions. This article traces these elements as Chile rewrites Pinochet’s constitution to highlight hopes and challenges of energy transitions as political, social, and ecological processes.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.002 | 0.003 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".