Yemen War: An Overview of the Armed Conflict and Role of Belligerents
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
Since 2004, Yemen is facing a rebellious movement by a Shiite militant group called the Houthis1. The Houthis established a parallel rule in northern part of the country and occupied the capital Sana'a. Due to involvement of regional powers including Iran, UAE and Saudi Arabi the nature of conflict became both sectarian and separatist. Following the Arab uprising in 2011, the roots of recent conflict lies in the failure of political transition between the former President Ali Abdullah Saleh and his opposition. The geopolitical situation and support of Iran for the Houthis made the station in Yemen more complex. Therefore, the Gulf countries particularly Saudi Arabia was concerned because of the strategic and political situation of its fragile neighbor. This paper provides an insight to the conflict in various aspects including the role of conflicting parties, role of proxies, role of world powers and regional actors to analyze the conflict in a detailed manner. At the end study also discusses the most recent political and strategic developments having implication on the region.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it