Bibliographic record
Abstract
This is part 139 of a chronology begun by JPS in Spring 1984, and covers events from 16 May to 15 August 2018 on the ground in the occupied Palestinian territories (oPt) and in the diplomatic sphere, regionally and internationally. The end of the quarter saw the Great March of Return approach its fifth consecutive month of protests along Gaza's border fence with Israel. Palestinian protesters' use of incendiary balloons and devices was the source of much consternation and disproportionate retaliatory force by Israel; and the cessation of these devices eventually became the crux on which a cease-fire agreement hinged. After several failed attempts, a tenuous Egyptian- and UN-backed cease-fire between Israel and Hamas was reached on the last day of the quarter. Meanwhile, U.S. senior advisor Jared Kushner and U.S. special representative Jason Greenblatt toured the Middle East to promote a plan to raise money for the humanitarian crisis in Gaza and to promote their U.S. Palestinian-Israeli peace initiative. The plan was seen by many Palestinians as an effort to delegitimize Palestinian refugees' right to aid and return.
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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 | 0.002 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.013 | 0.014 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.005 | 0.006 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.280 | 0.119 |
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".