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
The Chilean economy is usually highly praised as a successful one since the imposition of neoliberal reforms, under the dictatorship of general Pinochet in 1973. The fact is that the four decades that have elapsed include sub-periods with quite different policy approaches and notably diverse outcomes. There is neither one unique model nor only one outcome. The four decades growth is moderate, averaging 4.2% per year; during the 16 years of dictatorship averaged 2.9% (meager), during one quarter of a century of democracy, 5.1%, a good performance, but a vigorous 7.1% in the first years (1990-98) and a modest 3.9% in the fifteen more recent years. Sometimes has performed closer to become a “model†for development, sometimes the opposite. Focusing in three episodes (1973-81, 1990-98 and 2008-13), we explore the underlying explanatory variables and some lessons for building “a model for developmentâ€
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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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