Generation in Waiting: The Unfulfilled Promise of Young People in the Middle East
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
Young people in the Middle East (15-29 years old) constitute about one-third of the region's population. Growth rates for this age group trail only sub-Saharan Africa. This presents the region with an historic opportunity to build a lasting foundation for prosperity by harnessing the full potential of its young population. Yet young people in the Middle East face severe economic and social exclusion due to substandard education, high unemployment, and poverty. Thus the inclusion of youth is the most critical development challenge facing the Middle East today. A Generation in Waiting portrays the plight of young people, urging greater investment designed to improve the lives of this critical group. It brings together perspectives from the Maghreb to the Levant. Each chapter addresses the complex challenges facing young people in many areas of their lives: access to decent education, opportunities for quality employment, availability of housing and credit, and transitioning to marriage and family formation. This volume presents policy implications and sets an agenda for economic development, creating a more hopeful future for this and future generations in the Middle East. Selected contributors include Ragui Assaad (University of Minnesota), Brahim Boudarbat (University of Montreal), Jad Chaaban (American University in Beirut), Nader Kabbani (Syria Trust for Development), Taher Kanaan (Jordan Center for Public Policy Research and Dialogue), Djavad Salehi-Isfahani (Wolfensohn Center for Development and Virginia Tech), and Edward Sayre (University of Southern Mississippi).
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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