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
The deterioration of the housing market shows few signs of nearing an end. The S&P/Case–Shiller home price index registered year–over–year quarterly declines of −14.2 percent and −15.4 percent in the first half of 2008, extending its record drop. OFHEO’s price index has also remained in negative territory after dipping below zero for the first time in its 17–year history in the fourth quarter of last year. While both indexes show downward pressure on home prices, the magnitude of the declines differs significantly across the two. The reason is that OFHEO tracks only homes with mortgages below Fannie Mae and Freddie Mac’s conforming loan limit, which was set at $417,000 in 2006 and 2007. (That limit has been temporarily raised to $729,000 or 125 percent of an area’s median home price, whichever is lower). The S&P/Case-Shiller index tracks home sales in all price ranges and is therefore more affected by the pricey housing of the coastal areas.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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