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
A quick look at the latest GDP data might suggest that imports are slowing the domestic recovery. A quick look might get it wrong. Real GDP—the chief barometer of our nation’s economic health—increased 5.7 percent in the fourth quarter of 2009, according to advance estimates. In a standard analysis of the data, the Commerce Department calculates the contribution that each spending category in the accounts makes to the overall GDP growth rate. In the fourth quarter of 2009, slower inventory decumulation alone added a whopping 3.4 percentage points to the overall growth rate. Expanding exports, personal consumption expenditures, and business and residential investment together added another 3.7 percentage points to the quarter’s growth. In stark contrast to these growth contributors, expanding imports seem to have pulled overall economic growth down by 1.4 percentage points to the observed 5.7 percent. Expanding imports always appear as a drag on overall economic growth.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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