Gas in the maritime Exclusive Economic Zone of Israel and the transformation of the Regional Security Complex Levant
Bibliographic record
Abstract
Security and resources are closely linked together. To broaden the category of security from strictly military and defense issues to include energy and resource security is not a new idea. Ultimately, “security is what actors make it.“ This definition of securityis a wide ranging one and includes political and military aspects as well as societies and their developments including many actors and different levels and sectors – so called `units`. This wide definition is also useful for analysing the Levant region, which is currently undergoing a period of transformation. On the one hand, developments since 2010 have applied increasing pressure on the actors of the so called sub-Regional Security Complex (RSC) Levant. On the other hand, new development can be observed in the level of interdependence in the substitution of natural resources like water, gas and oil. Internal transformation of the region has occurred and will lead to a transition of the region. The impact on security dynamics with regard to energy and resources will have consequences for the entire Levant and beyond.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.002 |
| 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".