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
By the development of free trade in the world and the European Union, Germany intervene against the automotive industry. The intervention done by given subsidies and the imposition of sales for one of the foreign automotive companies operating in the country. That automotive company is Opel. This General Motors-owned company will be sold by its parent as a result of their bankruptcy. The German Government forced the General Motors to sell Opel to a Canadian company, Magna International. Magna joined the Russian government-owned bank, Sberbank, and the Russian automotive company, GAZ. If the General Motors Opel sold to another party, then the aid of 4.5 billion euros will not be given. With this background it is formed to the formulation of problems answered in this study why did the German intervene Opel Bid Talks on Opel sales? This topic is very interesting because it can be seen from several points of view, such as regional and bilateral relations of Germany. However, in this study, the discussion is more focused on the German domestic economy
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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