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
Abstract After the US invasion of Afghanistan, while there were some successes in fighting international terrorists in the region, Western attempts at state‐building in Afghanistan remain a dismal failure. After years of Western military involvement, the Taliban insurgency today shows no signs of operational decay or a possible defeat. This article argues that Western engagement in Afghanistan only prolongs civil strife and makes room for more radical elements such as the Islamic State of Iraq and Levant ( ISIL ) to gain a robust foothold in Afghanistan. Domestic conflicts, with the past involvement of the former Soviet Union and the ongoing Western intervention, have bruised and traumatized Afghan society. What the country now needs is a different form of political process that makes peace and reconciliation a top priority. A transition to a peace process will face multiple hurdles, but given their military and economic sacrifices in Afghanistan, the US and its allies should not flinch, but rather face the challenges boldly.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 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