The Civil – Military Effort in Afghanistan: A Strategic Perspective
Bibliographic record
Abstract
Since the final objectives of the Bonn Process were met in the Fall of 2005, the security situation in the south of Afghanistan has deteriorated to the point that substantive economic development has been retarded. The more serious consequences of this situation include an erosion of public confidence in the elected government’s ability to consolidate peace and stability, a burgeoning poppy industry and an increase in generalized lawlessness and “war-lordism.” Internationally, the persistence of the insurgency has caused any number of Western leaders to question the continued viability of their national commitments to the future of Afghanistan. This situation is the result of a number of serious strategic errors – military and civilian. This paper will describe these and will use the Afghan Compact as the framework to suggest a major re-orientation of the international effort so that it accords with this vital joint Afghan – International strategic vision. It will also suggest some measures to improve coordination among all international and Afghan actors to ensure the future of the Afghan people.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.008 | 0.011 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.000 | 0.003 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".