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
During the summer of 2007, the Bureau of Economic Analysis revised data in the National Income and Product Accounts going back to the beginning of 2004. The revisions caused increases in the personal saving rate over the period. Pre-revision estimates of the personal saving rate were negative from mid-2005 through the first quarter of 2007. The Bureau’s revisions pushed the saving rate to small positive values over most of the revision period. For example, in the first quarter of 2007, the saving rate increased from –1.0 percent to a revised value of 1.0 percent. Despite these upward revisions, the saving rate remains at historically low values. Windfalls from increasing home and stock prices have increased household wealth, thus enabling households to spend more of their disposable income. Although there has been a dramatic slowdown in the appreciation of home prices, rising equity prices contributed to modest increases in the wealth-to-income ratio during the second quarter of 2007.
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 | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 0.002 |
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