Virginia Tech - U.S. Forest Service December 2015 Housing Commentary. Part B
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
Consumer Spending"In CBO's estimation, solid growth in consumer spending on goods and services will be an important contributor to the growth of real output.That contribution this year will be nearly the same as in 2015about 1.9 percentage points (as measured from the fourth quarter of the previous year)and then fall slightly to 1.8 percentage points in 2017.CBO estimates that consumer spending will contribute less to the growth of output thereafter.CBO estimates that real business investment will contribute 0.6 percentage points to the growth rate of real GDP in 2016 and 0.5 percentage points in 2017up from a contribution of 0.2 percentage points in 2015.The contribution in 2016 accounts for most of this year's increase in the projected growth in real GDP.CBO estimates that real business investment will contribute less to the growth of output in later years.All of the contribution from business investment will be from investment in fixed assets rather than from inventory accumulation because businesses have largely restored the ratio of their inventories to sales to the desired level, in CBO's view (Figure 234)." Residential Investment"CBO anticipates that construction of new homes will be the primary contributor to residential investment, mainly because of expected continued strength in household formation.Other factors include less restrictive mortgage lending standards and robust demand for replacement housing units.Although mortgage lending standards remain tighter than they were before the 2007-2009 recession, they have been loosening over the past few years and probably will continue to loosen.CBO anticipates that stronger growth in demand for housing will put upward pressure on house prices.In 2015, house prices (as measured by the Federal Housing Finance Agency's price index for home purchases) rose by 4.4 percent (on a fourth-quarter-to-fourth-quarter basis), in CBO's estimation.CBO projects that they will increase by 2.1 percent in 2016 and by about 2.4 percent per year, on average, over the 2017-2020 period.That outlook accounts for the projected increase in the supply of housing units, which is expected to temper the price gains resulting from stronger housing demand (Figure 2-4)."-Congressional Budget Office
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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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.038 | 0.006 |
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