Diplomacy of International Crises Management: Kuwait Foreign Policy as a Model (A Survey Study)
Bibliographic record
Abstract
The importance of the study of crisis management diplomacy stems from the fact that it is a tool to prevent and avoid all confrontations and its disastrous consequences. In particular, regional and international issues and crisis has become complex and multiple. In addition, the units of both regional and international environments have been increased. These developments further complicated the phenomenon of making and implementing foreign policy according to the mechanism of crises management diplomacy. As a result, making and implementing foreign policy in its traditional official framework has become insufficient to understand the nature of international relations. Rather, it has to be expanded outside of this framework to understand the role of crises management diplomacy in making foreign policy. Therefore, there have been some attempts to provide academic scientific frameworks to explain the process of making and implementing foreign policy according to the variables of this development. The study has monitored this matter and concluded that foreign policy, diplomacy and crises management diplomacy have significantly evolved from a simple and traditional phenomenon related to the issue of security and formal promotion of relations to multidimensional phenomenon closely related to the various economic, political, social and cultural areas of societies. This technique has been based on traditional methods such as negotiations. In recent decades, it has adopted accurate and effective technical methods. These methods include political methods such as good offices, mediation and compromise. Also, there are legal methods such as international arbitration and the presentation of disputes to international and regional organizations. There are also deterrent ones such as economic embargo, boycotting and freezing funds. It means that developed countries control over international relations, and developing countries participate effectively in order to preserve the rights of nations and interact fruitfully through dialogue and peaceful coexistence.
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".