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 paper discusses Islamic Republic of Afghanistan’s Request for Disbursement Under the Rapid Credit Facility. The disbursement will help meet the urgent fiscal and balance of payments needs stemming from the coronavirus disease 2019 pandemic, catalyze donor support, and shore up confidence. The pandemic is inflicting heavy damage on Afghanistan’s economy, which is expected to contract sharply in 2020, imperiling the livelihood of a significant segment of the population. The authorities are taking emergency measures to contain the pandemic and its immediate social and economic impact. Substantial donor financing is urgently needed to help Afghanistan cover these fiscal and external financing needs which could increase further if the pandemic and its economic impact intensify. Beyond the immediate response, the authorities are committed to safeguarding macroeconomic stability and promoting inclusive growth. The central bank continues to focus on price stability. The IMF stands ready to assist Afghanistan as it battles the pandemic and to support its economic reforms going forward.
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) | 0.001 | 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