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 Colombian economy grew by 4.3% in 2010, exceeding expectations; and there are clear indications that the upswing recorded in the final quarter of the year will continue throughout 2011. The economic strategy pursued by the government of President Santos, who took office in August 2010, focuses on five key sectors that have been identified as engines of economic growth: innovation, agriculture, transport infrastructure, mining and housing. The unusually heavy rainfall seen since the second half of 2010 has so far not affected the performance of trade and industry or the business and consumer confidence indices, which in early 2011 were up on the previous year. However, in dealing with the severe weather situation and rebuilding hard-hit economic and social infrastructure, care will need to be taken not to undermine efforts to maintain a healthy fiscal position. Against this backdrop, ECLAC forecasts growth of around 5.3% in 2011.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.006 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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