Maldives Development Update, October 2023: Batten Down the Hatches
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 economy has maintained its strong growth momentum, with the expansion in tourism, and poverty is expected to fall further in 2023. The number of tourist arrivals grew by 14 percent (y-o-y) to 1.25 million by early September 2023, reaching a historic high compared to similar periods in other years (Figure ES.1). Despite the Russian invasion of Ukraine, arrivals from Russia remained strong. An earlier-than-expected reopening of the Chinese market, on January 18, has compensated for lower arrivals from India and Gulf countries, while arrivals from Europe continued to increase. As a result, the Maldivian economy grew by 5.5 percent (y-o-y) in the first quarter of 2023. Poverty levels also fell with the strong economic rebound, to an estimated level of 1.5 percent of the population. High inequality in the country, especially in the outer atolls, remains a real concern.
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 | 0.001 | 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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it