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 headline figure for US GDP growth in the final quarter of 2010 was perhaps slightly higher than expected given the slowdown in Europe and Japan, at an annualised rate of 3.1 per cent. But a closer look at the components of GDP reveals an underlying weakness in the US economy. Domestic demand stagnated in the final quarter of 2010, and the strong rise in GDP is entirely attributable to a 12.6 per cent (annualised) contraction in import volumes. The slowdowns in Europe and Japan should be seen as at least partly attributable to this loss of demand from the US, which remains the world's largest importer of goods and services, accounting for about 12½ per cent of world trade (see Appendix figure B3). Available information for the first quarter of 2011 suggests that consumer spending growth moderated to about 1½ per cent at an annualised rate, and we expect GDP growth in the US to average about 2½ per cent per annum this year and next.
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 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.007 |
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