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
Abstract Gorbachev’s 1997 television ad for Pizza Hut, which opened its first restaurants in the Soviet Union in 1990 through a joint venture between parent company PepsiCo, Inc. and the Moscow city soviet, is an important part of his popular image in the West, reflecting the role that capitalist consumerism is often presumed to have played in the Soviet system’s collapse. Yet, as this article shows, such joint ventures were supposed to increase the Soviet Union’s role not as a consumer, but as a producer, by showcasing the benefits of international economic cooperation with it. Joint ventures won Gorbachev powerful allies, including the CEO of Pepsi, Donald H. Kendall, who advocated for removing American trade restrictions that stood in the way of the Soviet Union assuming a larger function in world trade. As Gorbachev’s economic reforms began to fail, however, the long line in front of Pizza Hut also came to symbolize communism’s failure to deliver prosperity. Gorbachev used the difficulties of foreign companies like Pizza Hut as proof of why the Soviet Union should be given Western aid, to no avail. Ultimately, the policy of joint ventures was a failure and Pizza Hut’s presence in the post-Soviet Russian market was short lived: it left during the 1998 ruble crisis only to return under Putin in the early 2000s, only to leave once again after Russia’s 2022 invasion of Ukraine.
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 | 0.001 |
| 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 | 0.001 |
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