Bibliographic record
Abstract
For nearly three decades, scholars and policymakers have placed considerable stock in judicial reform as a panacea for the political and economic turmoil plaguing developing countries. Courts are charged with spurring economic development, safeguarding human rights, and even facilitating transitions to democracy. How realistic are these expectations, and in what political contexts can judicial reforms deliver their expected benefits? This 2007 book addresses these issues through an examination of the politics of the Egyptian Supreme Constitutional Court, the most important experiment in constitutionalism in the Arab world. The Egyptian regime established a surprisingly independent constitutional court to address a series of economic and administrative pathologies that lie at the heart of authoritarian political systems. Although the Court helped the regime to institutionalize state functions and attract investment, it simultaneously opened new avenues through which rights advocates and opposition parties could challenge the regime. The book challenges conventional wisdom and provides insights into perennial questions concerning the barriers to institutional development, economic growth, and democracy in the developing world.
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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 | 0.012 | 0.015 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.010 | 0.053 |
| Scholarly communication | 0.017 | 0.019 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.005 | 0.015 |
| Insufficient payload (model declined to judge) | 0.010 | 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".