Fractionalization of MENA Countries in Political Economy Categories
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
The article dwells on configuring Middle East and North Africa (MENA) countries in three political economy dimensions: population, gross national income per capita in current international dollars converted by purchasing power parities (per capita GNI PPP), and human development measured by the Human Development Index (HDI). Furthermore, the relationship between the mentioned dimensions and self-reported life satisfaction as well as the Index of Happiness is analyzed. The author conducts comparative analysis of diversity within a target region, shows where it fits on the world scale, and focuses on drawbacks in the data. The author concludes that the MENA region is a volitile cluster from the standpoint of safety, political rationality, and living standards. Armed clashes, technogenic accidents, the refugee problem in coping with the trend of demographic growth will put extra stress on the national economies of states and create great challenges for the governments.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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