Entrepreneurship in the United Arab Emirates
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 United Arab Emirates (UAE) has developed a young, vibrant, and innovative economy. The UAE is ranked 11th in the ease of doing business globally according to the 2018 world bank report on the ease of doing business. The UAE is ranked the first in the Arab World in terms of ease of doing business. The UAE has achieved this amazing ranking and is approaching the top 10 global economies in terms of ease of doing business. According to Arab Youth Survey, the UAE was selected as the top country Arab youth wish to live in. The UAE became even more attractive than the USA for Arab youth. The survey explores where young aspiring individuals in the Arab countries would like to live and work. Historically, many young individuals in the Arab region, excluding gulf countries, fancy immigrating and working in the US, Canada, Europe, or Australia. They were aspiring for a better live and better economic conditions. In the recent survey, Dubai and the UAE topped the traditional immigrant attractive countries.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.005 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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