Bibliographic record
Abstract
Real GDP, according to the final estimate by the Bureau of Economic Analysis (BEA), was unchanged from both the preliminary and advance estimates, rising at an annualized rate of 0.6 percent in the fourth quarter. While the overall growth rate in GDP remained identical to the advance estimate, the performance of its underlying components changed. Personal consumption was revised up from the 2.0 percent of the advance release to 2.3 percent in the final. After incorporating more complete information about the fourth quarter, net exports improved as well. Imports (which subtract from GDP) fell from 0.3 percent in the advance release to –1.4 percent in the final. Final exports rose 6.5 percent, an upward adjustment of 2.6 percentage points over the advance estimate. Offsetting these improvements to growth, both business and residential investment deteriorated with the revisions. Business fixed investment was adjusted down from 7.5 percent to 6.0 percent in the fourth quarter. Also, residential investment worsened, according to the final estimate, from –23.9 percent to –25.2 percent.
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.
How this classification was reachedexpand
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) | 0.009 | 0.016 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".