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
In 2011 the protests in the Middle East and North Africa (MENA) were not only unprecedented in terms of scale and political consequences for the region, they also highlighted a number of long-standing analytical and theoretical misconceptions about Arab politics. In particular, the conventional thesis privileging the idea of a “durable authoritarianism” in the Arab world was partially undermined by a cross-regional civil society that confronted the formidable security and military apparatus of the state. Although in some countries democratic transitions have continued, since they first occurred in Tunisia, other Arab states continue to witness a resilient authoritarianism and strong state repression of civil society activism. These historic events have also set the stage for a new teaching agenda in important ways. Specifically, an agenda for teaching the “new Middle East” must incorporate two important general components: first, a critical review of the influential scholarship on persistent authoritarianism with the objective of addressing past theoretical and methodological misconceptions, and second, the introduction of new conceptual and analytical frameworks relevant to contemporary political developments in the Arab world and the MENA region more generally.
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.
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 | 0.002 | 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 | 0.004 | 0.005 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it