Recent trends in Middle East economic history: Cultural factors and structural change in the medieval period 650–1500 (Part one)
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
Abstract Economic historians have returned in recent years to blaming the prolonged economic decline of the Middle East on cultural factors. At the root of the problem, as they see it, were economic institutions rendered inefficient by the religion of Islam and Islamic law, and they have used evidence from the Islamic medieval Middle East as support. This paper reviews the various strands of the argument and critically assesses its use of historical evidence. It concludes that the evidence does not support the postulate that cultural factors generated a dysfunctional Middle Eastern economic system and offers an alternative analysis. It shows that empirical evidence ignored by the cultural factors argument points to growth promoting structural change and corresponds to what we would expect based on economic theory.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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