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
Between the start of the financial crisis in the third quarter of 2007 and the third quarter of 2008, Austrian household sector losses arising from investment in tradable securities amounted to approximately EUR 24 billion. This study uses micro and macro data to examine the possible consequences of this loss of wealth on the consumption behavior of households. Micro data for Austria indicate that owing to unequal distribution, it is primarily the wealthier households that have been directly affected by the crisis. However, all households may be impacted by the consequences of the financial crisis via confidence effects, irrespective of whether they hold securities or not. Estimates based on macro data show that the marginal propensity to consume out of wealth of Austrian households is 0.05 and thus within the international average. Results of Oesterreichische Nationalbank (OeNB) simulations using a macroeconometric model indicate that a decrease in wealth has a relatively minor effect on private consumption and economic growth in Austria. Moreover, this effect only occurs with a substantial lag. Due to the historic singularity of the current financial crisis, however, above all the indirect confidence effects could be more intense than estimated.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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) | 0.000 | 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 it