Egypt will struggle to dislodge jihadis from Sinai
Bibliographic record
Abstract
Subject ISG prospects in Egypt. Significance Egypt's Regional Center for Strategic Studies said on April 13 that 49 security personnel had been killed in the first quarter of 2016, down from 60 during the same period in 2015 and 69 in 2014. The majority of incidents take place in the Sinai Peninsula, where the Islamic State group (ISG) has taken advantage of a longstanding insurgency to establish a branch, 'Wilayat Sinai'. Impacts A major Wilayat Sinai attack on the MFO will likely precipitate a temporary redeployment of international forces from North Sinai. ISG attacks on foreign interests in Egypt will increase international frustration with Cairo's inability to secure Sinai. It may also raise the likelihood of outside military involvement against the group. A significant Wilayat Sinai strike against Israel could draw that country into major operations in Sinai -- even without Egyptian approval.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.019 | 0.003 |
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".