Bibliographic record
Abstract
The subject of this paper is to report on the problem of cultural differences in management between Tunisia and Europe in the context of the company.Thus, the paradox between values and the way of managers’ life in companies. Therefore, daily strategies also represent one's willingness to be accepted by society and not to be cut off.The present article has three parts. The first is to identify the cultural foundations of European society, the Anglo-Saxons and the francophone’s culture. The second is to show how Tunisian cultural values are unsuited to the European model. The third part is to propose some recommendations for adapting the strategies of Tunisian companies to their European partners. Based on the Tunisian cultural configuration and the information collected through the case studies, we recommend a code of conduct companies attempt to bring together all staff around common values and to foster a common culture where social responsibility can play an important role. These codes cannot be imposed but must correspond to the reality of the business under. It is difficult for a gap to be created between the speeches and the reality, leading to the de-involvement of managers.The subject of this paper is to report on the problem of cultural differences in management between Tunisia and Europe in the context of the company.Thus, the paradox between values and the way of managers’ life in companies. Therefore, daily strategies also represent one's willingness to be accepted by society and not to be cut off.The present article has three parts. The first is to identify the cultural foundations of European society, the Anglo-Saxons and the francophone’s culture. The second is to show how Tunisian cultural values are unsuited to the European model. The third part is to propose some recommendations for adapting the strategies of Tunisian companies to their European partners. Based on the Tunisian cultural configuration and the information collected through the case studies, we recommend a code of conduct companies attempt to bring together all staff around common values and to foster a common culture where social responsibility can play an important role. These codes cannot be imposed but must correspond to the reality of the business under. It is difficult for a gap to be created between the speeches and the reality, leading to the de-involvement of managers.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".