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 results of the WIFO business cycle survey show that sentiment in the manufacturing and construction sectors has brightened markedly in the first quarter of 2006. Production output and export figures are displaying a modest up-ward tendency. But there is no indication yet of a rebound in investment activity, despite favourable framework conditions. This becomes apparent by the decline in imports of capital goods and a slowdown of wholesale trade. Investment intentions have improved, however, according to the WIFO investment survey. Business continues to be subdued for those sectors of the economy that are largely dependent upon private consumer demand. On their latest reading, retail sales were around 1.5 percent higher in volume year-on-year, car sales were markedly lower. Un-favourable labour market conditions are a major factor restraining consumers in their decision to buy a new car. The number of persons employed is indeed rising significantly, but the increase continues to be limited principally to part-time jobs. The number of unemployed persons reached a new peak in January.
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) | 0.001 | 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) | 0.002 | 0.021 |
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