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
Palestinians currently find themselves involved in two conflicts: an external one with the state of Israel, and an internal one with the leadership of the Palestinian national movement itself. In this essay, we argue that violence is overly monopolized in both conflicts. Firstly, Israel can safely ignore the peace process and renege on political concessions as long as Palestinians lack a credible militant threat. This threat, in turn, has been neutralized in large part by the Palestinian Authority (PA) itself, which has offered Israel increasingly effective security cooperation over the past decade. We argue that the PA’s decision to deepen security cooperation with Israel – in spite of its unpopularity among Palestinians – results from its own territorial monopolies on violence, which render it unaccountable to its constituents. Only by reintroducing a credible, latent threat of political-militant competitors to the PA will Palestinians be able to regain bargaining leverage over their own leadership, restore conditionality to their security cooperation with Israel, and put the peace process back on course.
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 | 0.000 | 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