The Parliament’s Role in the Political Reformation in Performing the Directives of the King in the Arab Spring Era in Jordan
Bibliographic record
Abstract
The goal of this study is to get to understand the role of the parliament in the political reformation due to the directives of the King in the Arab Spring era in Jordan for the years 2011-2013, where the changes that were witnessed by the Arab region due to revolutions (which was named the Arab Spring in the Arab Region). It ended the studies to a sum of conclusions such as that Jordan is moving in steady steps towards political reformation, activating democracy, activating institutions of civil society and activating the Partisans’ movements. The study also recommended the necessity of developing and strengthening the Jordanian House of Representatives constitutionally by giving it more permission and that is after developing and reforming a modern electoral law that goes along with the 2011 developments which are the beginning of the Arab Spring obtaining a political board consisting of modern parties of whom are not members or social characters (Clans), the thing which is expected to develop politics in Jordan.
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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 | 0.005 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.004 |
| Scholarly communication | 0.005 | 0.002 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".