The China National Tobacco Corporation: From domestic to global dragon?
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 China National Tobacco Corporation (CNTC), which produces one-third of the world's cigarettes, is the largest tobacco company in the world. Over the past 60 years, the CNTC has been focused on supplying a huge domestic market. As the market has become increasingly saturated, and potential foreign competition looms, the company has turned to expansion abroad. This paper examines the ambitions and prospects of the CNTC to 'go global'. Using Chinese and English language sources, this paper describes the globalisation ambitions of the CNTC, and its global business strategy focused on internal restructuring, brand development and expansion of overseas operations in selected markets. The paper concludes that the company has undergone substantial change over the past two decades and is consequently poised to become a new global player in the tobacco industry. This article is part of the special issue 'The Emergence of Asian Tobacco Companies: Implications for Global Health Governance'.
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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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