Jobless Recovery Is No Recovery: Prospects for the US Economy
Bibliographic record
Abstract
The US economy grew reasonably fast during the last quarter of 2010, and the general expectation is that satisfactory growth will continue in 2011-12. The expansion may, indeed, continue into 2013. But with large deficits in both the government and foreign sectors, satisfactory growth in the medium term cannot be achieved without a major, sustained increase in net export demand. This, of course, cannot happen without either a cut in the domestic absorption of US goods and services or a revaluation of the currencies of the major US trading partners. Our policy message is fairly simple, and one that events over the years have tended to vindicate. Most observers have argued for reductions in government borrowing, but few have pointed out the potential instabilities that could arise from a growth strategy based largely on private borrowing-as the recent financial crisis has shown. With the economy operating at far less than full employment, we think Americans will ultimately have to grit their teeth for some hair-raising deficit figures, but they should take heart in recent data showing record-low "core" CPI inflation—and the potential for export-led growth to begin reducing unemployment.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.004 |
| Scholarly communication | 0.008 | 0.007 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.006 | 0.006 |
| Insufficient payload (model declined to judge) | 0.020 | 0.003 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".