Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract Scholarship on the political economy of natural resources in the Global South has often relied on the concept of the “resource curse” to explain the negative features of extractive economies and their alleged tendency to promote rent capture at the expense of national sovereignty and development. Such theories link the behavior of social actors to an excess of “unearned income,” with little reference to the concrete forms of political and cultural mediation that reproduce this structure of growth. This article explores the role of the devil symbol in populist discourse in Venezuela and how this spectral figure comes to mediate subaltern consciousness. Tracing the origins of this image to colonialism and efforts to grasp the dynamics of the modern petrostate, the analysis shows how use of this symbol to mediate the forecast transition from a rentier to a productive economy has given workers in a state enterprise a potent set of signs to articulate opposition to unjust labor conditions. Venezuelan leaders have deployed figures drawn from local folklore to divide society into two competing power blocs. Yet, while these discourses are effective at forging coalitions and justifying specific reallocations of oil wealth, they do not obviate the tensions of this transition, and a counternarrative using these same figures has arisen in response. The article concludes with an analysis of parallels between global theories of the resource curse and local Venezuelan iterations of this discourse as well as a discussion of the role of translation in theories of culture and modernity.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it