Philippine Economic Update, December 2012 : Accelerating Reforms to Sustain Growth
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 Philippine economy has emerged as \n one of the fastest growing economies in East Asia, with \n growth accelerating to 7.1 percent in the third quarter. The \n acceleration of domestic demand since the first quarter of \n 2012 reflects the country's strong macroeconomic \n fundamentals, stronger government finances, and high \n confidence in the Aquino government's commitment to \n reform. Sound macroeconomic fundamentals, as seen in low \n inflation, and large current account surpluses and foreign \n exchange reserves, have continued to shield the economy from \n external headwinds, while a more diversified export basket \n allowed total exports to grow, despite the decline in \n electronics exports. Overall, the economy is expected to \n expand by over six percent this year, up from 3.9 percent \n last year. However, more structural reforms are needed to \n create more and better jobs, as the overall labor market \n outcome has been less responsive to the higher economic \n growth. The economy needs to shift from consumption towards \n investment, both public and private. The special focus \n sections of this update demonstrate that the implementation \n of such reforms can have high payoffs in terms of jobs and \n inclusive growth. Finally, by scaling-up and broadening \n several open government/open data initiatives in the \n country, the strengthening of inclusive institutions would \n be greatly enhanced, in line with the core principles of \n this government.
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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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.006 | 0.006 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.017 | 0.040 |
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