Bibliographic record
Abstract
Four years ago, the Arab Awakening started out auspiciously. It caught many by surprise to say the least and its inception, strength and energy have continued to shock numerous commentators. While some observers noted that this powerful process had bypassed Palestine, others have offered a completely different view, arguing that the current situation is ripe for Palestine’s enactment of the Arab Awakening. This article examines the validity of arguing the possibility or the impossibility of a Palestinian Arab Spring-style uprising. Has the spring really bypassed Palestine? Does Palestine exhibit the circumstances and capacities whose presence in other Arab countries seemed to be prerequisites for uprising? Moreover, if developments and initiatives adopted by the collective are of any indicator and Palestinians opt for a mass populist non-violent uprising, then what goals, tools and tactics would the coming Intifada adopt? While attempting to place Palestine within a broader contextual analysis of the Arab Spring, the article seeks answers to these questions and argues that nonviolent resistance is emerging as the most potent means for reforming the Palestinian house and also for defying the occupation and exposing its crimes. The article presents a framework for the description and then provides recommendations.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.010 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".