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 As Shanghai strives to build itself into an international center of finance, trade, and commerce, a new retail economy has evolved accordingly. In the past two decades, its retail sector has been transformed from a simple and inefficient distribution system to a much more complex and highly competitive market‐oriented economy. The new retail economy in many ways resembles the contemporary capitalist retail economy in the Western cities, but it also exhibits significant differences with Chinese characteristics. While the affluent consumer market is the necessary condition for sustained retail growth, it is the retail deregulation that has been the fundamental driving force for the structural changes in Shanghai's retail sector. Its liberal policies attracted major international retailers to either choose Shanghai as the gateway city to enter the China market, or locate their China headquarters offices in Shanghai to command their operations throughout the country. Indeed, the retail transformation in post‐reform Shanghai is a clear testimony of the Economic Transition Model. The main data sources for this empirical study are the 1999 Census of Commercial Activity in Shanghai and the Shanghai Statistical Yearbook. They are supplemented by data collected from reputable Web sites and through field work in Shanghai.
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 | 0.000 | 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) | 0.000 | 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