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
This paper synthesizes the political economy of neoliberal elite democracy as a general trend and marks out its concrete historical manifestation in one of its more committed followers, Ecuador, from 1981 to 2007. As the American continent turned toward democracy, it also turned to neoliberal reforms. The neoliberal reforms espoused were performed under the theory of the primacy of personal security and property rights, the securement of which would lead to economic growth, leading to the benefit of society as a whole. The actual policies implemented, however, violated the personal security and property rights of many, while increasing inequality and promoting slow growth. A democracy that rules by formal elections to accumulate capital in elites without regard to truth and justice is an elite democracy. Elite democracy was the chosen politics of neoliberalism and neoliberalism was the chose economics of elite democracy. This paper provides a synthetic panoramic view of the history of the rise and life of neoliberalism and elite democracy in Ecuador, starting with the death of Ecuador’s first president of its current democratic era, continuing with the measures that lead to the steep accumulation of public debt for the gain of a few in the 1980’s, and the deregulation of the banking sector and transfer of its losses to the public in the 1990’s and the beginning of the Century, while growth lagged but inequality and political instability accentuated.
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 | 0.002 | 0.004 |
| 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 | 0.002 |
| 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