Living in the Move: Impact of Guest Workers on Population Characteristics of the United Arab Emirates (UAE)
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
This study highlights the effect of immigrant workers on the unprecedented demographic growth in the UAE, which has become one of the highest in the world. The population of the UAE has octupled in 30 years, from 0.5 million in 1975 to 4 million in 2005, leading to a serious demographic imbalance. Using the topical approach, this study investigates the demographic impact of migrant workers on UAE society. The study relies on census data collected between 1970 and 2005 (the most recent census). The study makes recommendations as to how decision makers can tackle the issues resulting from the presence of large numbers of migrant workers. At a time when the number of national university graduates has increased and the range of opportunities to enhance the national workforce has become immense, the essence of these recommendation is to rely less and less on migrant workers and encourage nationals to take on jobs in various areas. Over the next several decades, this will help reduce the presence of foreign mig...
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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