RUSSIA’S REAL SECTOR OF THE ECONOMY IN THE 1ST QUARTER OF 2014
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
In the 1st quarter of 2014, economic dynamics was determined by growth in consumer demand and a drop in investment demand. On the basis of the results of the 1st quarter of 2014, investments in capital assets fell by 4.8% on the respective period of the previous year with simultaneous reduction of volumes of jobs in building and production of capital goods. In the 1st quarter of 2014, growth rates of retail trade turnover amounted to 103.5%, which is 0.5 p.p. lower than the respective index of 2013. In January–March 2014, recovery of industrial growth thanks to a 2.4% increase in the output of manufacturing industries as compared to January–March 2013 had a positive effect on the economic situation. As of the end of March 2014, offices of the state employment service registered 941, 000 persons as unemployed which is 13.2% lower as compared to March 2013.
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 | 0.000 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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