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 Asian crisis has done more than keep Filipinos from spending unwisely. If the region-wide recession was no longer sufficient proof of how bad things are, one should consider the facts kept hidden in unemployment figures. The official line maintains that the Philippine economy is in good shape, good enough to significantly bring down 1998 first quarter unemployment figures into impressive second quarter ones. What is not made plain is that the number of unemployed Filipinos looking for work did not include those who were retrenched (but still optimistic) and those who had given up on the shrinking job market. In truth, the crisis did more than just downsize the workforce, it has also exposed the shortcomings of President Joseph Estrada's government and the Central Bank in handling the effects of the crisis. On vital fiscal policies the administration appears to be at odds with itself. Not assured of sound or sustainable investment conditions and consumer demand, businesses are left with very little prospect of reopening their factories and shops until the region recovers from the crisis. This makes for an economic disaster that hits labor where it hurts.
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 | 0.000 | 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