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
As the third quarter of 2009 comes to a close, the Mexican economy remains severely battered. The latest INEGI data indicate that the second quarter of 2009 brought with it an annual GDP decrease, in real terms, of nearly 10.3 percent. The current consensus outlook calls for the light at the end of the tunnel to appear in 2010. In spite of this austere outlook, the financial system in Mexico has fared better than it did in prior recessions and the economy seems poised for growth once exports recover. The consensus outlook for real gross domestic product (GDP) calls for a noticeably sharp decline in 2009 of 7.1 percent. Relative to the consensus from last quarter, that represents a sharp downward revision. Individual panelist forecasts range from a drop of 6.5 percent to a steeper decline of 8.2 percent. An important source of the more pessimistic outlook is private consumption. Compared with the previous quarter, Mexican consumers are expected to reduce purchases by 6.9 percent, more than double the rate of decline expected three months ago.
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 | 0.000 | 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.004 |
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