China Chemical Engineering Group: Branding Through Art
Bibliographic record
Abstract
It was another bright day for China Chemical Engineering Group Holding Limited (CCE Holding), a young, private Chinese engineering and chemical company. Zhang Hua, founder and CEO of CCE Holding, received word that CCE Art Center had signed up another artist to hold an art exhibition. Unlike other domestic engineering and chemical enterprises, CCE was committed to developing and nurturing art as part of the company’s mission. At first, Hua had suggested sponsoring art exhibitions to enrich the work life of staff and to utilize the spacious hall of CCE Science and Technology. Over time, these exhibitions had contributed significantly to the corporate brand of CCE, an unexpected benefit. How might art exhibitions further enhance and build awareness about the brand "CCE"? What was the relationship between art and branding? Moreover, as CCE took its first step toward internationalization, would art exhibitions be effective in developing CCE’s culture overseas? It was time for Hua to reflect on the role of art in the future development of CCE.
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.
How this classification was reachedexpand
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 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.004 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".