El-AbedOroub, Unprotected: Palestinians in Egypt since 1948, Washington, DC, Institute for Palestine Studies / Ottawa: International Development Research Centre, 2009, 253 p.
Bibliographic record
Abstract
L’ouvrage proposé par Oroub El-Abed sur les Palestiniens d’Égypte comble un manque : cette communauté n’avait, en effet, encore jamais fait l’objet d’une étude scientifique de grande ampleur telle que celle entreprise par l’auteur sous les auspices du programme Forced Migration and Refugee Studies de l’Université américaine au Caire. L’ambition initiale de Oroub El-Abed et de son équipe était de réaliser une enquête de terrain portant sur un échantillon de 300 ménages répartis dans 15 gouvern...
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How this classification was reachedexpand
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 | 0.004 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.006 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 0.002 |
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; both teacher heads agree on what is shown here.
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".