Bibliographic record
Abstract
This update summarizes bilateral, multilateral, regional, and international events affecting the Palestinians and Israel. It covers the quarter beginning on 16 May 2017 and ending on 15 August 2017: U.S. president Donald Trump continued working on a largely undefined peace initiative with little success. Violence in the Old City of Jerusalem interrupted U.S. diplomatic efforts and the Israeli government imposed new security measures at Haram al-Sharif. These restrictions sparked a wave of unrest across the occupied Palestinian territories and a Muslim boycott of the sanctuary, testing the nascent U.S. initiative. Palestinian Authority president Mahmoud Abbas increased pressure on Hamas to relinquish control of Gaza to the PA. The 1,500-plus Palestinian prisoners who declared a mass hunger strike last quarter secured key concessions from the Israeli authorities and brought their strike to a close. Saudi Arabia, Egypt, Bahrain, and the United Arab Emirates enacted a diplomatic and economic boycott of Qatar.
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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 | 0.003 | 0.024 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.007 | 0.009 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.006 | 0.009 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.038 | 0.012 |
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".